{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3a9904da",
   "metadata": {},
   "source": [
    "我们试着在特定的数据集上探索如何加载。然后在加载成功后我们准备进行数据的预处理。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fd397ef5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.io import loadmat\n",
    "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n",
    "import pandas as pd\n",
    "from scipy.signal import savgol_filter\n",
    "import pywt  # 导入小波变换库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f886c923",
   "metadata": {},
   "outputs": [],
   "source": [
    "# matplotlib config 设置支持中文的字体\n",
    "plt.rcParams[\"font.family\"] = [\"SimHei\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0499cbd4",
   "metadata": {},
   "source": [
    "How to load data files "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "46595b1e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_cwru_data(file_path):\n",
    "    \"\"\"\n",
    "        读取CWRU轴承数据集的.mat文件\n",
    "        读取.mat文件。一次只能读取一个文件，而不是访问所有的数据集。\n",
    "    \"\"\"\n",
    "    mat_data = loadmat(file_path)\n",
    "    # 提取振动信号（根据CWRU数据集的具体结构调整键名）\n",
    "    # 通常CWRU数据中的振动信号键名包含'DE_time'（驱动端）或'FE_time'（风扇端）\n",
    "    for key in mat_data.keys():\n",
    "        if 'DE_time' in key:\n",
    "            vibration_data = mat_data[key].flatten()\n",
    "            return vibration_data\n",
    "    return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c9eebadf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Test read_cwru_data\n",
    "def test_read_cwru_data():\n",
    "    data_path = 'C:\\\\Users\\\\Henan\\\\Downloads\\\\机械损伤数据-cwru\\\\97.mat'\n",
    "    data = read_cwru_data(data_path)\n",
    "    assert len(data) > 0\n",
    "    return data\n",
    "cwru_data_sample = test_read_cwru_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "472d6c88",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.05319692,  0.08866154,  0.09971815, ..., -0.03463015,\n",
       "        0.01668923,  0.04693846], shape=(243938,))"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cwru_data_sample"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55f346d9",
   "metadata": {},
   "source": [
    "准备临时保存一下这个数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1c37f11f",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.save('cwru_data_sample.npy', cwru_data_sample)  # 保存为 numpy 二进制格式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "870df5c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "loaded_data = np.load('cwru_data_sample.npy')  # 加载数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2d317867",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(243938,)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\" \n",
    "    (243938,) 意味着[1, 2, 3, ..., 243938]一行数据\n",
    "\"\"\"\n",
    "cwru_data_sample.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "438746ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.05319692,  0.08866154,  0.09971815, ..., -0.03463015,\n",
       "         0.01668923,  0.04693846]], shape=(1, 243938))"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "signal_2d = cwru_data_sample.reshape(1, -1)  \n",
    "\"\"\" \n",
    "    形状 (1, 243938) 的意义是：一个样本，但是有许多个特征。\n",
    "    [[1, 2, 3, ..., 243938]]  一个包含243938个特征的样本\n",
    "\"\"\"\n",
    "signal_2d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "906ad90a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.05319692],\n",
       "       [ 0.08866154],\n",
       "       [ 0.09971815],\n",
       "       ...,\n",
       "       [-0.03463015],\n",
       "       [ 0.01668923],\n",
       "       [ 0.04693846]], shape=(243938, 1))"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "signal_2d_reverse = cwru_data_sample.reshape(-1, 1)  \n",
    "\"\"\" \n",
    "    形状 (243938, 1) 的意义是：将信号视为多个样本，每个样本一个特征。\n",
    "\"\"\"\n",
    "signal_2d_reverse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "62bfb862",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5,)\n"
     ]
    }
   ],
   "source": [
    "# 形状为 (n,) 的一维数组\n",
    "arr_1d = np.array([1, 2, 3, 4, 5])\n",
    "print(arr_1d.shape)  # 输出: (5,)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "0220b6eb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2, 3)\n"
     ]
    }
   ],
   "source": [
    "# 形状为 (n, m) 的二维数组（矩阵）\n",
    "arr_2d = np.array([[1, 2, 3],\n",
    "                   [4, 5, 6]])\n",
    "print(arr_2d.shape)  # 输出: (2, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "e93b3995",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3, 1)\n"
     ]
    }
   ],
   "source": [
    "# 形状为 (n, 1) 的二维数组（列向量）\n",
    "arr_column = np.array([[1], [2], [3]])\n",
    "print(arr_column.shape)  # 输出: (3, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6bc96990",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据可视化\n",
    "def visualize_data(data, title=\"振动信号波形\"):\n",
    "    \"\"\"可视化振动信号\"\"\"\n",
    "    plt.figure(figsize=(10, 4))\n",
    "    plt.plot(data[:1000])       # 只显示前1000个点以便观察\n",
    "    plt.title(title)\n",
    "    plt.xlabel('采样点')\n",
    "    plt.ylabel('振动幅值')\n",
    "    plt.grid(True)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "f529f775",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Test visualize_data\n",
    "def test_visualize_data():\n",
    "    data_path = 'C:\\\\Users\\\\Henan\\\\Downloads\\\\data\\\\97.mat'\n",
    "    df_test = read_cwru_data(data_path)\n",
    "    visualize_data(df_test)\n",
    "test_visualize_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "056740b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据归一化\n",
    "def normalize_data(data, method='z-score'):\n",
    "    \"\"\"\n",
    "    对振动信号进行归一化处理\n",
    "    \n",
    "    参数:\n",
    "    data: 原始振动信号\n",
    "    method: 归一化方法，可选'z-score'（Z-score标准化）或'min-max'（最小-最大缩放）\n",
    "    \"\"\"\n",
    "    if method == 'z-score':\n",
    "        # Z-score标准化（零均值单位方差）\n",
    "        scaler = StandardScaler()\n",
    "        normalized_data = scaler.fit_transform(data.reshape(-1, 1)).flatten()\n",
    "    elif method == 'min-max':\n",
    "        # 最小-最大缩放（缩放到[0,1]范围）\n",
    "        scaler = MinMaxScaler()\n",
    "        normalized_data = scaler.fit_transform(data.reshape(1, -1)).flatten()\n",
    "    else:\n",
    "        raise ValueError(\"支持的归一化方法: 'z-score' 或 'min-max'\")\n",
    "    \n",
    "    return normalized_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "906ecdb4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.55909113  1.0469991   1.19911159 ... -0.64919863  0.05683291\n",
      "  0.47298972] (243938,)\n"
     ]
    }
   ],
   "source": [
    "# Test normalize_data\n",
    "def test_normalize_data():\n",
    "    data_path = 'C:\\\\Users\\\\Henan\\\\Downloads\\\\data\\\\97.mat'\n",
    "    df_test = read_cwru_data(data_path)\n",
    "    result = normalize_data(df_test)\n",
    "    print(result, result.shape)\n",
    "test_normalize_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "aec7aca5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 应用Savitzky-Golay滤波\n",
    "def apply_savgol_filter(data, window_length=11, polyorder=3):\n",
    "    \"\"\"\n",
    "    应用Savitzky-Golay滤波平滑振动信号\n",
    "    \n",
    "    参数:\n",
    "    data: 原始振动信号\n",
    "    window_length: 滤波窗口长度，必须是奇数\n",
    "    polyorder: 多项式阶数，必须小于window_length\n",
    "    \"\"\"\n",
    "    if window_length % 2 == 0:\n",
    "        window_length += 1  # 确保窗口长度为奇数\n",
    "    smoothed_data = savgol_filter(data, window_length, polyorder)\n",
    "    return smoothed_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e9c92ad3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "g:\\TempTest\\TempDownload\\tk_cwru\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from font(s) SimHei.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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RERFRIUQnK2LCgmey2rqtwxURERERERERMVbQ0zcA21tj2cNoQ3SyIiYsuvusk9Xbb3+OiIiIiIiIiBgreM23H4Xn3PYXWLqldaRPJWIsO1nLli2DSy+9FGbOnAm33nprUdLbH//4x2HWrFnQ1NQEL3/5y+HQoUPDcq4RoxtdvTZ71RedrIiIiIiIiIgxiEWb9if//3zR5pE+lYix6mR1d3fDi1/8Yrj44oth4cKFsGLFCrj99ttzP3PHHXck//70pz/B8uXLYeXKlfAf//Efw3bOEWMlkxX7ZEVERERERESMXURWzujCmHKy7rzzTmhtbYUvfOELcPLJJ8OnP/1p+O53v5v7mc2bN8MPfvADuOyyy+CUU06BV73qVbB48eJhO+eI0YtuJnwRF6aIiIiIiIiIsYyevhgwHk2ohzGEp556Cq644gqYMmVK8vt5552XZLPy8K//+q/O76tWrYJTTz01N1uG/wgHDx5M/u/t7U3+jSTo+0f6PMYLOrv7zM/dvf3j8r7GMRNRKuKYiSgVccxElIo4ZqqDnr6+cXtPe0fRmCn2HMaUk4UOz4knnmh+r6mpgbq6Oti/f39So1UIq1evhl//+tfw5JNPBt9z2223JTVcEnfddZdx7kYad99990ifwrjA5m21Jpm76dnNMH/+JhiviGMmolTEMRNRKuKYiSgVccxUCqk5v3nLNpg/fwuMZ9w9CsZMR0fH+HOy6uvrE/EKjkmTJiUXW8jJGhgYgDe96U3wlre8Bc4+++zg+z74wQ/C+973PsexO/bYY+HGG2+E6dOnw0h7zji4brjhBmhoaBjRcxkP+NmuRQD79yY/zzviKGhpOQ/GG+KYiSgVccxElIo4ZiJKRRwzlcPAwCDAI6njMXve4dDSciGMR/SOojFDLLdx5WShQiCqC3KgUmBjY2PBz37yk5+Effv2wec+97nc96ETJx05BD7QkX6oo/FcxjK42EXf4OC4vqdxzESUijhmIkpFHDMRpSKOmaGjs4cpJQ+k93Q8o2EUjJliv39MCV+gdPsjjzxift+wYUNSP4XOVx5+//vfJ2IZv/zlL0cN5S9i5NHFhC/6orpgRERERERExBhuRxNFvEYXxpSTdfXVVycpuu9///vJ76gueP311yd1WQcOHID+fjvQCCjZ/prXvAa+8pWvJLS/tra2ormUEeMb3b12MeqJC1NERAQAtHb0wp+X74jGSkRExJgLGLezrFbEyKN2rNVkfec734F3vetdMGfOHPjtb38Ln/nMZ5LXsCZr6dKl3me+9a1vQXt7O7zhDW+AadOmJf/OOuusETj7iNEs4R4zWREREYh3/u+T8LYfLoIv3bNmpE8lIiIioiC6WMC4rWvklfcixqiThXjJS14C69atS3pfYZaKHKbBwUG44IILvPd/8YtfTF7j/zZu3DgCZx4xmhemGLWOiIhAPLR2T/L/t/66fqRPJSIiIqIkuuChLtuaJmLkMaaELwhHHHEE3HLLLSN9GhHjqRkxqvNEREREZOjBCvKIiIiIUY7oZI1ejLlMVkREpdDNjKjeaFBFREREREREjGFWTmdvf8LYihgdiE5WxIQELkI8+tM3EJ2siIgIgDlTG93+MxERERFjRPhCBpAjRhbRyYqYkOgfGARuP/GeWRERERMXs5ttn8Tdbd0jei4RERERhdDNAsaIqJY8ehCdrIgJiT4RoY7CFxEREYh+RrU52BmVuiIiIsYOXVC2p4kYWUQnK2JCQjpV0cmKiIiQgjiRdhMRETHawUsf5BoWMbKITlbEhKULcsQ+WRERETIKHI2ViIiIsedkxeDQaEF0siImJGQNVuQwR0RESAMl0m4iIiJGO7qEUxXXrdGD6GRFTEhINcGYyYqIiJDZK6naFRERETHaEOmCoxfRyYqYkJBOVazJioiIwNYO4yGT1d7dB60dUbQjD7sOdcHPntgMnT3RII0YX43TI11w9KB+pE8gImIkIJ0qVBtEA6umpmbEzikiImLkacS8j+dYNVZu/OKDsPVAJyz92I0wbVLDSJ/OqMTffeMR2Li3A1btPAQfedFZI306EREVs2ek0xUxcoiZrIgJLXxRV2udqtgrKyJiYsNv6tk/Jg0udLAQTz57YKRPZ9QCHSzEvSt3jvSpREQMCdJ2GavBofGI6GRFTOhFaXJDXbBOKyIiYmJB0gNl/5lKAGl896zYCX1Voijz+oztmbMVEUZjfTSDIsY2pFM1FoND4xVxdYkY13hq8wFYtrXV+zs5VJOYk9XbFzNZERETGdI4qYax8o47FsFb/mchfPPB9VAN8BqjLfujk1UI0cmKGG90wbFaSzoeEVeXiHGLjp4+eOnXHoYXfeUhz1gymaxGOwV6YyYrImJCw4sIV8FYWbBub/L/t6rlZLFM1vo9bVX5jvGExrpoBkWMMycr0gVHDeLqEjFucbCzz/x8QChtEVWnobYWGurSuqyoMBgRMbHh0QWrSLtp7eytupMVM1mFETNZEaMFyLo51NVbAScr0gVHC+LqEjFuwWsT9nf0eGqCiPq6GqivTadB7JUVETGx4dEFxyDthtMFo8pYYTTWW8p4RMRI4b5ndiWsm7/9xiMlfzZKuI9eRCcrYtyivcdmsva39+pOFstk9UzATNbDa/fA01uiAllEhF5AXvk1Yfqk+qpGnLmTRetchIsBdl8iXTBiNOAXi7Yk/z+z41DJn+3JAsSTGtKxHIMrowdxdYkYt+DGhpfJIrpgXQ001E3MTNbetm74h+88Bi/56sNJ/VpExETHcKh08b5Vuw91V5UuWC0Fw7GODnaPmiJdMGIUoFBAB6mEb/nBE7BKccJ6s8/S2hLpgqMHcXWJGLfoyHGySPgC+2SRkzXRarL2szq1e1fuGtFziYgYDehmxne1JNx5QKMagR3uZMXefzo6uu0z4L0SIyJGCoXsD6QS3rNyF/zrr54OfnZaU/2YpTmPV0QnK2JiOFntsiYrXYTq62rNJksNiicKeLTrvlWj08lq7+6DF37pr3Db/JUjfSoREwDDkcni61I1evPx40+0Na1YtDEnK96jiNGAYil+uw762W8qdZiaUZFjTdboQXSyIsYtOntZTZanLjho6ILkZE20+gUepedKjKMJv3tqG6zcfrBqPYUiIkJiOdUwVtCg58esRqaJX0NssK6jvZuJg0wwBkPE2MtkcSXSk+Y2Bx20qZTJinTBUYPoZEVM0EyWFb6oz5ysgcHBCUuNGq2GBn8kgxPs+USMAierwrQbefyq0AXZuhfpgoUzWRONJh4xOsHHocyuYqCRQOUN2metkxXH9GhBdLIiYKILX9RSJmuCGSS8BxAVzo7mHjajNdsWMX5A9UxU21DpPlk88FOtBuiVoAtir56lW1rHbWADaciE6GRFjAZwx0gGY3gmiwcIZDCF6ILy8xEjh+hkRUwISogsYO9VMlkTjZvP78lozWRxnvre9sorsUVEcHT2pOPtsCkNVclk8cBPtQI73MAq14F4xX8vgBd/9SF4YPVuGO/tPXr7qrPu7zrYlchyR4M3olQnSwZj+LrR1tUX3CebG1MnK2awRw+ikxVRVo+RR9btdaIroxEdrCZLOlCUycJmxEb4YpxGbUPgm/9o7avR1m3H2D5B+YyIqFYmawY5WZXOZLE1qVoS646Ee5mBozW72pL/f7dkG4xHcCO0WgGmv//OY/B/fv4UfPHu1VU5fsT4wkFmT8lgDA8K6JmsdAxPaUoba8fs7OhBdLIiSsZvlmyF13z7UXjT7U/AaIbblHNAjSBjFsuqCw5M2MjZ6HWy7DPcG52siGEKPExraqiKGI5PFxysOl1wvFL+hgLu3FZLHGRt5qj+evHWqhw/YvwA5ygPWvNACaKD7YOak0WBguYskzXRSh9GM6KTFVEyfvL45uT/RZv2w2hGXm1CryrhDhM3kzVKL57XTsRMVsRwBWamTaqOseLTBaubyUq+YyiO3DhtIcWd22rRBQkHu0Y34yNidAQ8+TzlvfS8TFZXTiarMc1kRVXR0YPoZEWUjLFCq+MGjTznfi7hXjMxM1lOTdZozWSxDSU6WRHDJnwxqaEqdZrSyapG7YRsqFyqo4h0cELNOPWyuHNbbWpVNRpaR4wvSDVAuU7wgDEGRCWNmfbvyZmTFVpXNu5pjzWCw4zoZEWUDC51PprFIng0SBoaXPhi4vbJGv2ZrDb2DKOTFTF8TlaWyapw4KXDyzJVft7JdazU7+BR8yz+NO7A94PRuvZFTBzIIKfMRnNGhww+og1GU76Z6ILKnP/Bgo1w7efvh4/+dlkFzzyiEKKTFTE0xbe27jFJF+TCF/hPe894B5enHq2ZLL65xAhcRLVBY4z6zVQ68NI1DOqC/lpX2nccYgbceC2g59L54/UaI8YOpKMvazfl76E+b5TJknMe9/d/+93y5OefLdxSwTOPKIToZEWUjF2HrGO182D3mEjBe4ZH9js29qutmZhOFpenHq1OFo/YRWMoYrhrsohWXClImk81xrSftR8o28mSEfTxAn6PqiUSgFT0iIiyMllSXVDMQz5HuZ1DNVlyXdl1qMv8fNrhUyt01hHFIDpZESUvBntY9mrnQTt5Rxv4QiMj0vQaUgUnap8sbvCNVgeGR+yiYlJEtUE0HWrqWfFMlqjPqQZFWa5jpa5r2IiYcFApsh8P4OtdteiC07O6PkRUeIwYCl0w73cnk9Wg12TtZoHxWCM4vIhOVkTJSkl8v+BZrdG8cIUoNA2OhPvE2gj5YovGHi94Hy3g9SGxdiJi2JwsQxccqGomqxrqgqF2FcWCR8k1JbPxAG6EVivARNlQxMHO8XkfI6rjZHUUyGTxMUs/Y+YUmTnausKdLKlcGFFdRCcroiTIDWk0y9NyozxEF+QS7hNZ+GK0OjHtrD9IzGRFVBtUM2WFLypNFxyourpgKGtfLPiarvXkGX/qgtVZV2qYasho3icjRh49/fnBF6+/Xr/fgqCxrtbUl8v+ezwYLo8VUV1EJyuiJMieIqM50tnLDJq+POGL2lpPNZGw7UAnLFi7ByaCkyUNwNEAzk0frZTGiPEr4Y5LQiUzvHKOVUVdsH+odME+lTo4nsD3g0SdrQoBtjy6ekRE3rogW85wRod0wshBa6ivTRwt+bqfyeoflayV8YroZEWUBJntGOlI5xfvXg3X/ef9sF+R93YzWXotRENtLdRSJkuJaD73P/4Cf/+dx+Cx9XthvEFys0eb+AXWMTgKiNHJihhmumA5whGlBDaqkUXxGq+X+B18Tcefx2M9kQzYVPIZE/h+MtF6MEYM0ckSc7gjY3RMy9YlPqd7ssA3UgWRmaPZMruFCjTfVyOqi+hkRQxpcxppJ+tL966B9bvb4cdPPOu9xp2GEIUmzWTVBDNZhAXrRq+T9fOFm+Ezf3qmZGNILrSjLVOEThW/pEgXjKgmMLpLgQfuZFWyVpMrelZrTHs1WSUa+NwRRGNuPAY3PAXGKjwHt24mrl0RYcgAp1xzKJM1fXJDsCYroQtmtowMGvBMVh5lcDwGVEYa0cmKGNJiMJJ0Qb4gNNWnqjpF12Rlm149k3DPo3SM1sUHz+vWXzwNX79/HSzd2jokg2+0ZbK6emT9yug6v4jxBR504KIFlaR6ecIXVchwhOpPKxVVH5eZrCqsffw7xuM9jBgeJwv3eJqTWpN0W1/OhS/c8dba0atmxjj+tGw7XPqpe8ZtecRIITpZEWM2k7WfLRwzsghP0eqCtDDlSLhzx2q0bpGcBlBqtFRGqEdbxNrLtEVDJaJC2NHaBb9evMVZzzh9tplnsiqYhSBjiWonhkP4otRsmTT4xmM9kVxLqtKvjH3HeLyHEcPjZOHYIVOE1iW+btB7k3Y0mfBF+pnBYHCno9e3297+oydhT1sPvOOOJytzUREJ7E4SEVEEpCF+aASdrLweXUkxM9vXfCcrowuihHu2MMn38IhuHpVwJLF5X2fZctDSsBiJTBZStB7fuA/mTmuCk+dOza9fGWWZtoixixd/9aGEQrPrYDe87ZqTHUOEpJAxwY3TvpL1OrSmNDfVQU/HQFUk3P2s/cDQnKxxSHXrG4YAk5vJimtXRKoyWVdT4wRxtPHHnfKeAs2GyZbB42KNOQEdscb6GjU7zVV7JUarrTNWETNZESVBRl5l/4bhxA7mZMlFRIvG8sgOGSIY+cHFid4TytKNsiSPwZb9HcGGhYUgnZaRUBfEWrJXf+tReNGXH/KUzKQwR6QLRlQKVKNw7zO7PPosUY+r0aS8q8rNjrVjlk4XrD6lcbTtY5XOKOJe4/biiobrRAfO/fM+dhdc9ql7vPIDaa9wR4e/1tyYrRtsPNH05JksOW+lE8dVeyXIkYuoDKKTFVGWYY7R3mrXZOFC8I4fLYLfLN6qvr6z1TpZPcIw0CKTWmYL67GoT5aUNeUO5Ght4Ldlf2dRC6eGHs/QGH5j6pkdh4yDuLetJzeTFSk3EZVGNvWdIENTfbotmv55VaALNmfGUjXmHK1tdB2lOkkTIpMl7kmla6bk8WJNVsTGve3J/+09/Z7wRB5Fl2wZXI8mNdQGM1mJiBdzslwFwgFnvcuzZ6Zka1NEZRCdrIiSQJN7xpTGqtdkffeh9XDnsh3wLz9dor6+82B3uL5IycrwjZXzmEPNiPm18d4x4yaTRapEmTE2EnRBvtjL85e/h87vj09vhzd+/3E40OHL+EdE5IFEb3gGZ1JDGskl6k01hC9IvbAq6oLZvKbrKLkmS6yl49FBkPek0hQpmbmKAaIIHgSVdpOcczzgS/te2mzYr+U0toygCzq9tLJjzMzstryGxJOzdSOiMohOVkRJoMVgFnOyqtXYbuuBcM2VNNClUp4WIebBS9pUcWGytKAwb3m0OlkH2XmV2smdFmEy+EbCyWpj91g6VX4mSz+/d/7vk3Dfqt3wmT+tqtJZRkwEJ4voqSaTZWo1K1iTlX2HKWCvorogRb1LNfAnhPCFNGor7WR5mbLxR7mMKA0HmFCXtCf8JuVctMKyh4hBxB0oHjCuDQSN6RgzpjSotgIPpGC9aETlEJ2siJJAEZSZzQ3BbuSVgqwN8F8Pc4559KfYTJb0yzhdUNYLjRZw51I6JcU+S+Jgj4S6IL/HXWLhJ6OXZGsL1TWs3ZVSDyMi8sANFOZjmfWGMrsUfKlsJmugIpksVEdEyWUtwEXnS5msUimJnsGnfP7pLQdg0aZ9MFbRW+Vs3XD04YoYW9jX3hPOZPUVkcmqrzMS7Vp7gPosi2V6ZSmZLGIgSbrgwU5r39C6EVEZRCcroiTQxJ3a1GCiKnlKNUNBISEG7hR4wheGMlOrbqS6kxWWpx/ppsvFOKKlZLKw8JbuUXPGwR5tdEG6tumTsgaMBc6PS/pHRITAo8g1nC5ImazMyCCjRXOEUCWsnHoqCoRQtLhcUYkbvvBAIrn8K6Ve1WSyMgGPUh2IvKg6GYAv+erD8MqvP+IYjmMJ/jWNLScuYuxhP6Ozy1p2GRTWarIww05rEm9BQO8lpqB1xPxjaBLw8tyiuGBlEZ2siLI2D5zwNGHbuqtj3EoKoAR3CqSDQL/zqAxfuPqzlYSn1+lveiZrlDpZ7B6VUpPF7wUZfCORyeLOa4guaDJZBSyh/aPY4KsWpTaidKCDpGV/g8IX4tnhOLvoE3fDy7728BAyWQ1DynBQ64yHReNQDJ7Q+TYRXXCofbLE5/k8pWL+sYbeqtdkjX/KZURp2Otkslybqac/nVOTM1YJt0VsJqsWGurDdEGTyRKUQnyd3jPF1GkOBAOUIxFsHc+ITlZESaAJiFksorxUywEpRBfki0Eok4ULk81U8UwWmJosknCX0caxkMniDXtLURfkRoBZ2IfZEMDv4zLt8vzpdxpnhQxSHo0bTUBa13kfvwvuXrFzpE8lIqHGsHnN1i5ab8jJImNFZrgfWb83MZqXbztYRpaIxrRu7JQKWT/BT4cyWaXWffmZrIGgk7VPKIKOFcj7LgNsiC/evRpe/a1HCu5D+vGH1qssYvyBBwGlzUS2DFH3eQN0nuUiYYtQM2JEvXiP02fLZNAHg4GncsZ7RBjRyYooCTRxMSVNxm+1HBCepZF9JXwnS29cy50svrBQZiGvGTGnQY5WCXcnk1WSkzXoqQkNtyEga/m8TFb2DKdPbrANpnOM2tEaLEZaF86Rf/yfhSN9KhHCoOBrV7fIfock3Gdk4xGx61C+OA8HrmG2GXH5fbL4PJVNTblDRJmsUh1B2Q5Dfp6vM9tzGsKPZmgUSIkv3bsGHl2/D37/1PaSjx8zWWMPOD+xznD1zkMjVpOlZrKyLBfaMhT40WqyaL0y4hjZWsBto2bqsyUCJ3kB64ihITpZESWBJndDfa2hcVWrVxbP0mgTn9PbekKZLJQ9Vfpg0SKDdMFQgTt3AkZrrxh+jzpKoAvyRZpqUIbbEJCNrKWTKOmCxUTlY+1DRCHwIm/Hyep1M1khCXe+7vA+dYWAnyPbydZGDAzJWJNyy3z8U1PlUimJkjYsP8+DIdsPFH/9owml1EyVE2CT92y0rkvY9uLR9XtH+jRGBT7++xVJneEr/3tBVQKOuTVZ2ffRfHaFLwYtXVARvuiTmSzjiLmZLHzZ9s6TmVZfiTCiMohOVkRJ4KlrQxcchkyW6mQVUZMVzGRlPyaypwG6IDfG8LNaNm3sZrIs7dMU2w6zIykFU/yaLFeJrRiDsVSFxYiJh1buZDFjhzKn5JyEarI4xZX3qSsEvoYNRV1wD6Po5cmtGwn3Eg1Gecy8TNa2Mepk+X2ywu8tp25OZgpGaybr6s/eB6/+1qOwaNN+mOggZxPtGVoLKgm+v4UyWUQX1IQvErqgqbfy68spWGyCQ9nnaN1JM2H6Xs/HKwWbIiqD6GRFlARunFM0VmYkKoWOXr9eotgUd6+SyeK1FWQ4oINlX3cXHsmbHo3RSH5fOtn9KoTeLDqGkbGQMTnsmayg8IWlZ0mDUTq+o7FolytcRow81u9pdwwYmkNWXTC/JovPuS37SshksbFJtCCuElYs9rR1qw6fNJ5MM+Iy1QVp3MrssZPJau0a932yyulx5dEFR2FN1pqdh0yfxSWbD8BEBx8D1dhH+NyUgWlJVdbOpTGgLtjfb1k5CMp20bzXWD3SluGBhJjJqizi7j/BgUYqj+wWAk1YnMjVpgtyJ0dTGuzOoQvaBn66E2EVebiEe7gYVH5+tCBPOCIPZDjh9WsNDkeiJkv2ySJjtrmxzvQz8vqhedSm0bdBTMl48BGjA9jjScuoSuGLUE0Wz5aWUpPEayds9rj08bq3vTsYmKCINM4XY2yVqS7YnI1bXoQvv3O0CgKVopKrrf38uZSz7o8FuuADq3ebn6czSvZEhdN3swqOBt+rQhLuJpPVH1IXzJysPn98kgNFwSH6Pt5nS6vpSr8v1mRVC9HJmuD44K+WwvkfvwuWb2stMZNVXeELdP64k6XJi+cKX2SLlEMXDCjy1GXRId/J6hvVBnxaSF9enyyT6QvQKUcDXXBvRotC4YuQwRiqxRtN4HUzpTjCEZUH1jos33pQHUNWwr0utyaLP8NCbSY4eO2ElVkufc7RvNDosTx4ZGtNy6MLUrbNo0uy6y+lbcRoAl0TNZ6WmSy+jkgns6jje3Ss0edkOeM4GtbiflR+XPMx4dEFRU2WK+FuhS8alDlNY9fWZLl7Jc3ntM+Wvu7wzNhoZIOMZUQna4LjJ09sTv7/yr1rS6KZ4YSnXi/VqMnCRYc7PZoxw1WwvAwHy2RRip1vpKZPFkq4Z7PApwuKTNYoE79AR5KfMje40AG7c+l2eHZfR0G6IN2f/hGnC7rPkHrwHD97itlcpKPr00RH1zPiTSIl1Sti+IGZJ1yveH0DjSkyrIgmF6zJYmOulMALGetO9ryMOk9uDEoni9Yo3mS9lB5QuAbQ9TYHlMi4YyWzz2MFdJ/IofacLCVTMN6aEfNzjIa1O5eqcT/4/ZbjwwY2suyx1ow4WbN8CXcTvMnoHsYREzVZiZOlNDvm76Xvi30dJ7CTtWzZMrj00kth5syZcOuttxYtRrBgwQI4/fTTq35+YxXFUgZ5TdbUKtIFu3rCdRDFqAtyOkiehDvPZHm9I1g/neSYZXDzq4lQ9g7x0No98I47noTr/+shtYM7p31SdGu4rw+VrULGIz6fTXtTB/HEOc2WJlHQyRpdzwjRwTJ2u0ehk4Vr6GPr95ZEGx6r2H0ovf9zpzWZ+gfjZFFNVmZ4h2qyuDFWyngjZ4X35ivHmOFjXmaSeGNSK+hT/LG1njqe8EXv2M9k0Vpn6YI5okplrClyXIzGdcnJXozC8xtJ6n01MnuOYxRgZJhMlpJZCkq4U/Ame828h2qynJouPbvtnU8cDxPTyeru7oYXv/jFcPHFF8PChQthxYoVcPvttxf83KJFi+DlL3958vkIHcUaWLyIkhpqVkP4Qm7ehdQFvWbEysLiNCNmKXYj8T6Yn8kabdFIWfTOF8YF61KlJLykDUrbD1qkcUGm6FY5tJihYFdm8B6W9R2StS74TPHZHD1jshrBy1OVHE3gtWelRv7RAXrnHU/CP92xqGrqlr9ZshVe9a1HE5Wx8Y69mZM7e2qjVyBu1QXdTJYcc3zelZTJosBO3dAyWTy44mWynOARlJzJcpwsEueQNVljnC6Iz4FuCYmcyHvE95OOMvY3GbAbbXuHrOsZjevmcAIzOU7QtgpOhtbbSo4304w44GRptHluyyDsewb8PluB7LwMsJZCg44YR07WnXfeCa2trfCFL3wBTj75ZPj0pz8N3/3ud3M/097eDq94xSvgXe9617Cd51iEFHkopk9WNemCpTpZodoczLipNVmMVkOqPG6viH7vO0cbXdDPZOn9e1Ye8Kc5XQtXHBruugFysk6YPcV75mt3tSX/HzdrSuIEhumC4XswGoCbpRMhLfH8DnT0wh+Xbof5S3eY+1Vp/HzhluT/ldvdWqWh4PEN++AHCzZ62cqRBtUzzW5GJ6vGrcmiPlmkLhig0Tq0ohLWBF6gTmtOOca3I3YjjKH+IX5Hd2aQYRJsUpbRk5k8l644eqlF63a3wXX/eT/86sl0fKs9AokuGDB6S6111b5jtNZk8XOqRg3SWIKUbK+OuiCnoIbogr6TRXtGSnGu9WsGWfY6/d+1Z3jbHVuvlW/bTPTxMGGdrKeeegquuOIKmDIlNcrOO++8JJuVh4aGhoQqeNVVV8F4AM6nNTvbKrKx8ch48XRBW8tTTbqgFAjQejeU2idLzWRxCXd2P0h0A40NEvgYbQa8R5Vjvz/DDOb93fkCJqYIf5jpgjszZbbjZzd7xsxX/7Im+f/C42am51k/NjNZspFpqRFCXiCNDlc1UI3eYu/96RL4t98th1d+fQGMJuzJlPlmT20yRgkZm1L4IhR84AYIn3OF4IjtDIkuyIU3dHVB5zuUTBY+8z8t2x4cn2n9hn79xQTARgM++MulsH53O7zvZ0/lOFmZI51Tk1WekzX6M1l5dPuJBrkGVqcmyxfeCgpfFKAL8r2a5ifRg8mRouyU0ycrEHiRTtdondNjEWNKt/PgwYNw4oknmt9rkNteVwf79+9ParQ0NDY2wtFHHw1r1qRGWyEgpZDTCvE7Eb29vcm/kQR+/5+31MJ7H10Ab7/6RHj/DacO6Xh8IqFTUcz10aZeC4Mwuc7S6sq5N+gsPrh2D7zu8uOMyhOhrdP1DDq6/e/gm0RXX7/zeldmPOCalK0r0M2eIS0yAwN9MDjQbxYaen3foTQT1NxYbyLeXco5jCTkPcL7geeH18Z7AR3oSccOR2d3+jve9prMwOjpde9htbErc7KOOqwp/f7sGe5t74EnNu5PHNz3XHdS8jcyGDu7e5xzbO+SdV2j6xm1trsS3/L8C2FvNg4ROw60w0mzJ0Gl4dQYsTkylPu4NWtSu253+6h6Hrta0/OaOdnOa3omXVmfufqaweT32hqaF+7ayOljNGa1te242VOMEY/o7knfh2OZ1hycq6XeH/796CTxz5vvqK2BwcF0fexTzvG9P3kK7ly+E9561Qlw642n2eNl8wmj3nTm3eI72rO1g3CwowumNWaZ5lH0rPd32PWRnxc+b4IRPxHPuL3LfratjHWfnoP5XRx/NADXe75fDvf5VWKdqRQOsbFC86CS54UBbU7JQ0ffmbekIJjZVOhE0etky9TX4F49YII75v5ln62B9G81MOiMabSdaKzje7R1SwZr0Lbo7bX9KflegWsLZdSGG72jaMwUew5jysmqr6+HpqbUICNMmjQJOjo6gk5Wqbjtttvg4x//uPf3u+66y2TQRhJ/2pI+sm88uAHO7C3OcQyhvdcdAr/7w/zE6M7Dzt24CtTAsqeXwO7JOJnrYd+hDpg/f37J3/+eR9LvXrZiJdxwtBtZWdWKm5+Vvn5i0WKo2cyEKwZxobLnjgsRP4dVG/FCamHLpo3QdhCPVQOPPf4EtK1Jj9HXn17HA/fdB1va0+/au2+/OcamhK1WDw2DvdCf3KcauO/BB2FNmnQZFdiY1FrVQ2PtIPQM1CRO4h//OB86+tB4s/dmf08N3H333c5nF+9Jr/lQ6wFYt2Zf8vPGZzfD/Pmbhu38t+xNn8G+LahsWQetB9uS+0/XNb1hEBY//BdYjM+3I33vw488BntXDgbHyYJHH4fWVaMnarwrsents1j45BKo3YJXVBzWsOu79+HH4UAVrm3vgfTeIvgckmOmWKQ+u73mctaGamHpmnRd2LV5HXR14M818PCCR2HX8kGzti19Kl1rdu5I37t02XKYv2+ZOcbGzenfEbv32jWD8OctNTB/cx284KgBeMnx1rBKayProburExY8/FDyc0dXV8n359mt9vsPiLWX5k5PVyesX7cued/6jZtg/vwNzvO5c3n6fO54ZAOc3WeVZbcmsZl6GOzvhV07t6fXv9y9/tXr7Pcj5t91D8xqGtqYkWjrBfj+6lq4fN4gXDa3vDHfelAf1wcTHyu9/tb9WLtaC08udufl2oP2PVt37C75GS3e4a5L69dvhPnz18NowsZn7XNcu8EdI8OJSo2ZoWBHh7tmPbpwEXRvqNxai0mswUG2J7cedMZUV086VlctX5qMm4OH0r0QsT6zZdavWw2Du1Kba3/rIfP62uz1TRs2wPz562DXTrZu7V0GT2Zjcf+eXbDs6Z3Jzzt2uWN6dXYMwl8eeBBWC1sH9Zs+/EQdzJ0M8IHzR5ZOePcoGDPod4w7J2vWrFmJuiDHoUOHkmxVpfDBD34Q3ve+9zmZrGOPPRZuvPFGmD59Ooy45/zIfeb3lpaWIR1vG0abF/7V/H7dDTcaalwIt295DOBgK1x28cVw9lHT4DNP/RV6oQ5aWm4q+fvf88hdyf/tkw+HlpaLnNeantkFsGKJ+f2Ms8+FlkuPcSMvj95rfh+EGud+PPGHlQDbN8Ppp54C+9bvhWfbW+HCiy6G68+cl7z+L4+m333D9S+AFdsPwrdXLYZp0w+DlpYrkr8/jMIRSxfB3BnTkpqzg61d8JznPg/OPfowGC14dP0+gGULYUbzpKReB+/BTTffDFsPdAEsRCMuRWs3wPXXX+/Mk94l2wDWLIN5c2fD2afOgd89uxqOOPJoaGk5d1jOHSkQ73nknuTnm6+8FH62/kmob5oELS3XwB+e3g6wbCmceuRMaGm5LHnPtzc9Cts6DsLFl1wC15w21xxn8qrdACuscXTBhRfDDWelz3i4gNmEj//hGbj57MPh+afbc0Msw55MSx4NjuNCuGvFToAVKd3pmFPOgpbnHg+Vxuee+StAZ5rhwTmE6wxuYjfccENCty6L6svm5lDXqUrip7cvBNizD6685HxY/fAm2NF5CC669FK46pQ58K1NjwC0HYLnXJaOsft/tQwW7dkGp55+BrRcZRkUv9r7JMC+PcnPU6ZNh5aW5ziMgPd86i/Jz0/sa4RvvOM68xpmZ2HZEzB9ajNcc/X58NmnH4H6hkZoaXl+Sdfwqz32+6GuwVl7F25Kv2Pa1GY4/bQj4c9b1sExxx4HLS1nua0RHn04+fnq04+AlpbzzWtLt7YCPP0YTJsyGY47ZiYs2rM9vf4r7fXf+/OlALvQAUvxnCuvgeNmNA5pzEh89HcrYO3BLYmz87E33FjWMb6w6iGMznhjcHtrF8CiB5PI/uFz58Lq1r1w7nnnQ8uFR5n3/HXtHoDlTyY/T5pq94ViseuRTQAbVpnfjz7OfQajAXf99GmAPTuSnw8fxrWfMNR1ppJIxv1Tj5nfzzn3fGi5wI6HirAF2Jo4pXkqtLQ8z2S53vNI6jQ859KL4Ydrl8CkyVOgpSUtcbnn508D7N4B5551Jlx47Az4yvLHoYm9vvCPzwBsfxZOPfVkaLn+VLir7WlYsncHnH5mul/QWDz26KPgkjPnwQ/XPg0zZs6GlpZLzfksyo5BuOyK58IFx85wrgHnRO/jT8K2jpFb03tH0Zghltu4crJQuv3b3/62+X3Dhg0JtQ+dr0oBM2UyW4bABzrSD5WjubFuyOfTM+BSmQZrCh+TGIaTmxpgxtTJ6XH6BmCgptbUMpSKgcEa73t7B2rc7x1MnwGhUwRSMLOFmU6kkDrnmdD9svOqqU2OgYuaUZdqbIDG7Lj97DuozAzrzqgotpj7M5zoy6K0eI5GFKG2Htp6B41MNUpW9w7WJJHhw5vtuePzQuAza2pIlwG8yuG6vh2HOgwt6YgZzYZbjt+/LQ01w3Gzms35EM8cxDMYyO6B+b3GH0vVxnfvWw+/Wrwt+bfxP25xXusW1HY5jguhPXuWiAOdfVW5Nl5/wI9f7prXKi66prbOPr9hAFJx3vj9JxLVyn978Vkwb7qlWO5L0/dw+GFTDEV5ENJ1gUqdpjQ1Jr83inWD0JP1mONjlrB7r11Tk9YD/P5RYXpdbbLu0LpV6j3m4ikoPOF8vobk52uh0azH7pzY3W7phk0N7nwazNaFRMks+zzdH/OdUhCIrd+V2id3HmKUvjKPx2vJ3HtEVGkrBIDPxllXBmudGrRSzwEDXhzlPOdqo4/VofWO4PmNBtuqjz1vRL+YM0OFZq/Q8XmN5bQpjd7rVMqFNtfkpkZDM7bnl461xvr69F5mY7omW7f6B9PXJzXUQxP14RLP26vAqvVtnZ5+O6br6uqNsM5EHTMNRX7/mBK+uPrqqxPv8fvf/37yO6oLYoQe67IOHDgA/Zky0kTAjGwyagbTs3s7ipJ7lgW9xQg7cOlvnvVqZ72ASoVWFFyouForTNUa+KGxQM1gadPl73Mk3NnfSZa+uaneFpuONuGL7B5NY88Br5sU3eZNa0pU1BA7D3YHhS/qFFnYaoMaDSd1K5maGz3TLftTB+yYWZaeG+rvMRr6ZK3dnSohaugcYkH1QSZIU61GxvweVkImnvcF04zyagOVKbFPHKoyfjkTUCFgvR9JuJsCcVLhYsqpJLWevi7U9XL6ZGH9TkhMiAtf1FaoT5Zs2q6pC0rhC1cdUa6rVtjIKpEN5j7PcmTccZy97YcL4V9/+XTVxFhCYhNUG4OZLHoOctzz+1IJ4YtRqS7IznGiC18MdZ0uBDmH+D7Gv0sTvuBiY2SLcFVTrlqKMKqiVGvtCF+EmhHn/47gIjnV6qP15+U74Mln98N4wphysjBT8Z3vfCeRY58zZw789re/hc985jPJa1iTtXQp8lnHL/hGQL2FJD74q6Vw9efug9d/7/GS+vcUu7DYCZ2q9lFfh6EoDGqbodxkpSqb6mSx+0Ovp812XSlm/j5Hwp0tfLSgoCPZEFiYRsvGQCqPZPSRcTdjSoNxhKWKGKmioUFpOsQHru9Dv14Kr/nWoxV1MjdmjYaPnzUlyWal5z7oyM8fMzPNlCJCSmfFON/VRt53dg/VyWLziuTHKw1Hra4C90+uK9VQL8wDH+v7mSIjOjT7MidrztQmK3pA/WTYmpH8H1DicoRCxP0iVVL53c7aOdQ+WWIt5M+PqwuaZsSekxVWlXNUR831yznWn6sEWwxQEOXPy3fCT57YrK4rFXGyAveWX6OVuYfgPQ3NWdyPN+5pV/cv6XxHdcHRDU/NuOJOlhgPAQeXGqTzfc4EZ5CloagL0vyksUwiUfQ5GsuOYqjXLDvsBBLa2T2qhvrghj3t8LYfLoJX/PfoUqQdKsYUXRDxkpe8BNatW5c0GEY599mzZxcVgb322mth48aNMJbBDa6Qk7V8W2vy/1/X7EmMjSlZerhSCwtNTpqsmOnBSN8hoTg15EyWODdqqCc3MVxX6ONu9Ccs4R7KZPG/t2XReJ7JGm0S7nSO05qQIlCTLJR4jiT1PWNyI+xp6A5kfLLoWNK0NCzhjhLi//tYytVevbMNzjqqMnWJz2aZLJRvJ9oWbfoUOZ4+yY7xUM8iz8kagV5mMhNElNVCDaNLzWQV28uuFOD58vNH47a5YWg0kI4RdrI6ewbUdeRAZ6q8iZg5hTcjzpws1o8GURcIrriZpMGg5D4+L/w+s/5Qb74a5gCV0ydLODmaQVafIxPP70koE9yQE/X2mhOX8XydSH7/gEcnlfOmHITuLUXpE2c34IhywzcUfPr14q2JPPzbrj4JPthypvodeHg89GgL0Gl9IScyvKBuhZ0Iue7z8cB7etJeyLPPTusH2gcdOfj0f7JjaL2heU9jOXGyAvuo3Pu1TBYPpFfDFtqeKb/S8yCHk4ABsgVrdsGhkRcWHL+ZLMIRRxwBt9xyi3GwJgqwvobA7DgHtHkX05OHRyaKnTgyNU1UtaFksjTjXm7cctKb5n1sIqq9JZyIrO9k4f3SospEF8RMUKi3xEiD7jlmsshg7O0bNE7WYVMajIS0Z0wZyoyNbmnXx/ttVRKUyTphzhRz7vj9+M9E3jIaIUJrKK1likrpW1Qp8HkmqUVD7SnEHStp3FYCuAZw+7Icg9k7pqQLVsBgLtfJ4w7F3oxuiQGqpOaIzRk3MEP9ZvSob1ceXZCtg3hfuZNsevNhYKcu3MOqEOS6zg0uWp95hl4OG/6MQ05WY509R9/JCt+PYsGXfG18cKO/XAprKPNuKO8ZG0P7Du5khdZ96r/1zQfXB7+DGjqPNqq5fI4TPZNV7T5Zct8K2Spkv/HxYgIngaAAZbLqiqELBgLGPp3RH/Oc/lyN8VLHbFdiHHAgBfxdP3kKvrmyvNr/kcKYdLImKooZ5HzTlhHPvH4recfUJiMZKERVkxShStdkhaLJKGyhHYcMUp7JomPwDT6NDrmRZh6Rbm6yRfvVMHILAeuTuHOt1X8klEbWCf5AZ7pAzciMSW0TIcOSR6w1JxuVFytpgBN2oMIXqm7NmGwoEHQOvCFqoZos+UxGItuI6pOhOpyhbt4HO+2x85pFl2uIyuBIOdQvCeloDnsmi31fB/t5T5utx+JjigIO5KCT4IXNNrnH546TX5Pl3s/9WX1kehxGtR5CJisUMPG/A9RMllOTFcgEc7pgKMBF87OcMcMj+1oWhTte5WYVgpms7O9J36DsHuVlyMtp0k7r0qQsUDTaAnSIXiWbMlHh1WRV+H54Tk2o2bCpo+TvJdYOBk7AG088sJL8LzLYPEMfarDuO13+9VOtNz/nSqKDPQONGv/EBmw1A3DS9NE3l/IQnawxBL7wh4xJp0FvgQiyNIaKWVhowlNEhGp+eC1CJbjzXeLc5KSnc6VNLDmOsnC5mZoBvyarQCYL6ZYhA7/awCzGlZ+5Dy791D2qEU0G8jSWycJzbCW64JQGk3IP1V5omT6OlczJklmjSmxqkxvrnEbUiZNljDgbsZKOsryO0O/DAe4E+07WwNAyWex4IWGSPy3bkYyRh9Zkst5FAseUdAoq4UhLuuBwU5G40c/Xkb3t3aYeiwtckHNlhS+IduMHrnAecQaAHG9yHeR1WVqWCf9UqoMs52HI4KorRvgiUNPoOFleYCP9fXpGWS9nzPBzKJTJKtfxD1H0rHiTTyW335+fyaL9AXHCbL9/Jt0zYlqMTrpgzGSF1u1K3w8ZDORjisaaGxDWAif6nKafJV2Q7Bl+/JCYjbevKuOVGDLVcso7GANiT7ZWczyeOVknTxt9cykP0ckaQ+ALf8hY45t+oQhyZxlUK1osKPtBTpY01kqBNl/JAaRoqZz0dK74OimJOgsXVxc0su6DzgKGf0ZjR9toKTPHs0TDqb6HwKJqgnZ/ed0Y0nsoQ0UbBtY0BemChjKDtKCwsAdF/yudyaKxiU4gCYvQ5iYj5QhOKcx3vof3GeH57GMbAneKKpHJ4pmQ0Mb29h8tSp7T675n+7wU4wg9//P3JwpveedbDiQNefjpgjyT5QuHzMkyWVzwBR0druLl1mTZ86csMQE/w50kOU9b2fspyMNpP4hS7W85l/m6xGtmrahDuIZKOsCO6migJovG4fSMxVCO+l5Xzjng/eQZXB7hLgWa6qJTk8Xq1qSf62ayBnMDK+RsqnTBTBhqVGaynGzixHayUJGU7zmVd7JkJos5uEr9OI9rODVZSgacxjPNV5mB1zJlocCJ/c6B/L2oCuOlna2dMpN1qKsXVu1MOq3HTFZE9cAHdihiTzSwYhZOT/iimEwWK9J0nKwSM1mcwqJNaDIEMEuTvMejhXFaS2aA874fSnSIFib6OlqwtBR6McIXaAy840eL4Nafp9z8SoMbLxpl0KELMvEIS6WsM5uGlF02znIOLcjLClTQWKZjYc0CGoOGutXParLqC9dkSed7uCOyOO75KXiZrOxa6PpKzeo4mZACDmQpCZG7V+xM6uJQ5S0kGlEuJA152DNZzCjXarJmZW0NOMWWR5ops2oNGntsyhLzmlj+WW4oJO9XMpE8k1VqhhzXMOlshzJZRiY+T10wkAnGujTDAJBzLttjaO0vJ/jkOFliXcF1j59XZ5lUdI2Slf7d7g01RQhf4EuScukyRvrDdMEsGx/ar7H2ZKSySFHC3WLNztTJOufow3LvB+7D5dTX8TGXV5OVl8kKZcDt66Bm4DkzJFR/7e2rypx2ylWqkMlqZ/OcBy55Fm1yQy1MG13t5goiOlljCLI/ylAzWeVE2cmorRc1WaVmsngdgRYpJEOANnL+fl+GV9k0mDNoOMq0KGX/G8lTRXHHCl/UBXnMKDV+57Id8PNFW2DbAauMIxflHz66yaNQFQNe/MkzSgS655wumNLtrJNiM1myxs3en1CBO4KfdzlZjtU7D8HN//Ug/GnZdufvUtzCPX+fLhiKwPlStMNP6eSQThYZkBTtLsWYwU2UZ0IqWTwfMow7x0EmiztW/GfT2mByVpPFMtR8PbXqgunv3MBGhULqQaeNOV6fJ4NeGu0nPX6ZjaOVeaupC+ZlsoqhC4bWXgzipN9f+vPlY0KuK5JyWU6mTDpFriQ7fw6g3iN5X7xsnqPI6V9/n7hHWiZr64FOuOiTd8OLv/IQjATGi4Q70qSH0lsJx/P6PZmTlannaoGhpVtaE1o2MgdKBY05jT5qM011jA5onSiHAsyiOzSm7OtZJksElbVMViHJ9kJtdYY7k9XG+paONUQnawyBL4p88y7byQpQRfLAN3G+iZS6EfJJqjXktBu5Hi3lThRlsnjElj7fxKKV9DX0fYbDrBgjTjPiAG2GN4ddsvmAep3v//lT8JHfLIMP/HLpkJwsNZPV5SsgSielKVvUZbSY0z5tlsh//vy5lmOA3/qLp+GZHYfg7T960vk7nQ/VjHEZd3P+mrpgATnp4XaypFPF2yxwI5+oVaVEANFZ4ddXSSpkyDCuSE1W90j3yXKFL8hYIQeIAkOGYouZLMd5EcYKW1f2Z3NybsDJkhl9/ryDxlIJKUhu/FF7jmAmK6AumGcsuY1PdYouXdNQ6o1cuuCARw3iKIuOKPY2LZPFa7JkXVwoKFVqJivvHt21fEfyP9GghhvjIZOFvZVe+93Hkt5KhdZ+DPi9+fYnvNpVDJbi88JndeKc5uA6/Z2HUhXJe1buKvk8afxQDTnPjnInSHOiHDGbOn/d8GqyhD2jNSOWc9rO+7At4AT5q+Fk9fgiRX6N/NhSFkREJ2vcZbIGi44gez18Ckwc3Iikk0V0iFINqUJ9SGzhcKgWxxoDFBTWokNpbUEg8pMtRrRwaTVZnC4oF55dzPFZHIikPbh6d/L/75/aBkPLZPlOljEasSaLatf6bU0T/i1Uk8VrN0L1TtLAKcdYPiScEPoeI1ySnR+dAzoldB6OuiCdYyACx53MkcxkeQ5GZqyVk8kig76QY8SzIsVev2yUa863EuqCvSOcyWJ1WGh/0NinDAlRkLlqKN03Lhih9ZmiTNbs5iZDGeRrMUVcKRumSjHX2uw7/3sxoHuJ50gGGx8Xdl7bdU86EHkODu8vWEhdUHPyikWejHwoUCGBjlBovEvHzKmxYgaloQuKwxQUBhC95YI1WTnqgoXo/HnNjiuB8VCTdf8q6/BsytqChPDzhZvh3md2JU4Z78lEqnlIIw4JRQ1V3MsEjVnLGRpTtH401elOFD1/XDOcWs4Bd6xaZo7L3HHUBUMS7uQEGnpr/nitirpgN6vDFMwfk8nK6fs6WhGdrLFak1WE8EWhWogQXRCNCo3exiceGSi0KJVqSBVyBk0kMItchFTkuGJOoWbEksMc6pDOe/00N4aFL3h2aU1WOCtx+HQb8S5VRayQk2UojYwuiLQEm8nKcbKYjHFdgBZUCSeLzotD63BPWQW+kel0Qd3ZpnFCtAyOOx7bBF+/fx1UA7xAXzs/umfUPLyUzYmrOeXNee5kheT+Czlwlcxkyazp8Dcj7ld/pwzJtKzJtUZR5e0ENNVRqsmaOQUbgPutHSiThcqe8rVQJkvL5IfAqcAmw+4IX2TzmtVkeXRBdn/yVEdDTco9umBZNVl5dMHCmax7V+6E8z52V0Lf0sayXO80ZV5HSl+szXItlMEdJ5OlzEt61rS+qUZrgT3zvlW74NrP3w8f+e0yqHqfrP6BsttAjCQeyIKYXLwihL1snCC7Qu71PFipOZ1yXJYn6e/39Swpk1UbdsJoj5TzXmtGHNpH84RauKppNYKZbUxdUN5/WgOwpc5YQ3SyxhD4hqiJVOBmzSdPoUVcOjc0cd77syUJVxw54xx8syVjhCJ1hXpy5V2LZoQZTnuAbkGbXH3AmLBGEytuzr6SIjwmYq0Y8ORkYno6VJvAM1khQ/LUedPMzzsOpr2hisXeIumC05rQ4GN0wexc0EmhyFRIRQwXXVL3k4aELDovJyNBctgc/F6RE0jCHZyXzaXdQ1LLtHkRjUAu/jgnPvzrZfCZPz0DzxaIdJYDufHK86N7hkqPpUSM0eD5xB+WO5kXTVYX7yWfS3xM5kFr9lipzVMa5aWuDUNFqCG0zGRxagyv8SRo6wIpbM2Y0miyVdz5JTVDcqr5mkHOFM+WlU4X9INH/Pzo+zDwFHKy+DzGz3Inj9Ow6f5IlT76ldZmTbhoaHRBWZPVpzog+DkMRKzd7RvXMiChMSd4gEk6GAUzWaKeSTrKMnOh3aNC8+I7f92Q/P+/jz1blWyWdPwkO+aJjfvgA7942qNEjyZQv0WiA373oQ3wVIC6z/cW/nwta6UuV0m4Epks7mTROuk4WbWKk8XsFZrTodcRttfWoLP382bE+Fk+5mXmVQu4FsOkGgo62DyX9kqsyYoYFvCBh5NCbgxyYhRaxOVApkn02yXbko34Bws2hjNZmWFOi0apPZR6+t1aH2+TI8qYiQTqDiEv0A4q9kjhC2bspNfiRpXxXHhdUKi3xO5DdoEPGc9chSxk2IbAI7SSo4zXQBxmnsnChZufu21GLOmCWibLvT68D5z61VmhTBZX3KN7SwYrLaZSHKBQET5Rl2Rknp9zNYwFSW0KZbJKpQtiZvSJjftdmquysRWSjA8hNBYrYczJeTL8dMF+1emisUX1caYJ94CVb9cULbkBTTRLzFTxwIZUZzSOcZ+eycLAD60NpWSy+LqmrXv9yryW6oJ5jVdNk3Im4c7XfX6thmUwxJqsQsIX2rrDVTC1wIB09PleZyiVtRiAA52OXkAIQM7jEO2S9keNEs+DoFoW6YSsPgixZHP5wg4hFGrs/rffeAR+unAzfLRKmbRKgI9ddEY/+YcV8NKvPQyb9/kBNVfpc0Ctvw4F84bqZJlMkdLXs1vJHvPXnZYDwlbRyh9CwhdpJourmvprkwlqyyBD/4AbwK8CXbCNOcFyzzDPKNZkRVQTnAqFa3Io5VuswUWL/LQsOiCjE3JR4QuTEb7IoQvi93/wV0vhb76+wKN08GvBxcAXMHAnvZfBoEyVItGeft5Gh2hd8ZwssSgl15idC+15iexpgKq262B3wawhNwBKNWB5XwopDc2jPpjFsVF16yDi30g8wqcL2oi3FrGmz/C9f6h0QdoUjHw7i+rR+ygzxI1dOs+8mqxQJotnNaoRfZNOjoxYE5Vo+uTShC92sqwnXQPePvmMqEao1EzUPja2OCrRNNU6vuUFYKpHF6QaxgYny4prCa/hJGiZIKLtYkNjLgFP6BZOtTv/bfYdEaKq5UGjQXNjmRweHvX2M1kiuMbWLh68suqF7PrYOmLW5v7hF77gAUSNiidpw9wpIgGZZO8ISrjnO11ShMYTyhBGtV6TlX8NXETlWcVpGAp4Xzh7zvraUWqT8+EEn1+cKfLTJzbn0q95YMAa8NbJ0upfh0IXNDXISk0WrRmF6ILpnAaFLpgem+q5rD2UfbfSjJgfNzmXAkItct+qSk1WT7h3HneExxqikzWGIAdeiE9ftPBFdjyKuuLxHDnirt6EYoUKPnzi4Rwmx8TQBRVD6vsPb4QfP/4sLNy0HxZt2p87aWXWzaMLBpwwt3bARvxpjcDXbW+JIjJZSRbLpbOFhC/2MMcxVP/m9jYbLDuyw3tI8Ogursl4jtzgM5GrBluT5Uk1K9ExOX6kY1cWXZDVuJCRq/XBIrogiXlQBpMQcnTpnjZTJstzsuw1DKVhdrHCF14mq6e8mixOD/3oi84yP8tnJOu2ij3+/mpmsrJjUPuFkVQX5JlyW5OV0QVZfYKlySmZLGaAEx0T1QW1mizb38+nC/JMFiLULDgPWk8d11iyWRouB53rZDFWgSt8UVwmqzx1Qe645WeyVDlp9ow15yBPDdD0emRr38AQM1kh6n1o/5Kf0YIvPMhW6t5RCNozCwWAOG19tCG03m3c6/b/y8tkOT0xA4qcsj1Dqe00uFCXzEDzZsS4JsjsKqcDYgbcBI2NEwZq8MYTvhCZLD6XjRqzGa/547vaEu7dMpNFNVkxkxVRTYQaR4ZeL1b4gkddeWQeKUWv+PrD8PzP35/0gaKFmUdDaFJq1EROcSgUCfGdqAFBSRHXzvo8SWNINhaVHdBtn6z0d56Cx2vkkVXuwMiNiUe2QulzbXMvFlSQqzkItAjhJo4LLzkpeB5GrSinJss2lbbXJw0JaayWYyzzZ0EOiZbJIuELit7KTFaIxiH70eRlsoYSiSwkfEHn62UNSF3Q1GQVdw8pY/KyC46Cv7/8OPN3OQapIXWpm58cT0Shq4STRc+AnKzhVi7z6YJ9yTnQWJQ1WWkzYmuI5I25PZmThX2yuKIn/U/PR6MLygJ1q15Y/LWZ4FJgXXLrjaA4uqBSa+H0z1OMsbR1Bt2f0p8vPwdpwMl5qjoogjovIf/GjTa7j1l1QTnsS6nJSq9B1rxmmaycXmJOJkuZIzyAUo64SB70e1bZ7xgOhM558/7OfCcr0BPTznlpnwhWR4lrmi4o49L5aD2xjt6gvm54rw/k0gU5s4U7WVrrh1AmK1TTXUkcYsEVuWfETFbEsEAOvFCPk1Il3Hkmi9OPFqzba2qBbl+w0YkAEqyEu/9dXMEnVFMVbipLdIsQXdA6fLbPk7toJeeq9EIZkBLuYuHhxeW4CYfkwTmdI+hkFZCqLzayI7NKZKTQ/SGDkb+PqwuGarLQ0JD3T37HUJwsrRksHYf3waINhox/jy4YakZcgEvOnSypBFgJkOOI8r/6HHQDGd0lZrJ4xiQ5vqwFkRFGZfPDMf3a7zyWFLHb8xowzgLe2/OOmWHeO1RYqlRYWa2aMOPLjP1+85xwyjdnWU9ba6nTBS2VDMz64T4XSzfk3+s4Wf1aJouaHZdPF+TrGqfr2XnNBX/ygyeOk8Xug5Gh5zRsVrMVyi6XThfsdxziHzyyyXmv5sTxdaUouqDiKHKZe19Qp8RMVqCvFu2PhdpjaPP2AGtEXmmjVgYik3MW30Fr2khko4tFKKi0RdAr8X38fmvCF1N4T8z+fFp2qffDjjkWnBD2Cs03CgrTOdBzIedJ0oBlhpzII7SuhIQ1tAx1aB/19pnAfcdzxbYD5eAgu8fy/pJdEPtkRVQVhQwqaYAVbEYsqC04cULiAI+t32sb2DJDJEQXRGOf960o6CAG6Bo06UNNZzVhC05/SXuhQIFFSThZwkgLCV84kZfAvdYknIsBngd3cnhWi99vuj9EfeIZirw+WTYTyOiQwpgJqbSVAk7Xo7HFmyUTyLi1mSx3MSW+eSjjaVWRhKNY5UwWObVEB/RqsrI5Wy5dEI35lCYCakbXz177x1+2tRUeWrsnKWJHRwH/0bP83buuhEUfuQFOP2JaxWqyaJ7Rhhjq71Ut0D02waP+Qdu4u7HeGCuNSp8syqgiZFQbxy/db60mi541d+T4tZuIdPYdZO+U4thyqXkt8MD7xmmtKfA6ad2i79fkzfm6oGe6sKdPWImtEHgmgO9rv1m8zTf+VVVN/5yLF77IHEV2j2S2r1C9c2G64KDIsPvXwNcjbV040N5bRSfLHs/use53cLlsrYXIaEAexZEHHKVdw8eHzWTh2pD+zat9FTWspTtZNjgh6764MIWmDkinIjNZdAkUNKb5yimwXMRLBo3d/noUGPN776n2W+C+3/qLp5O2A39atr2k+9OH6xKnC8ZMVsRIoCDlLmDghWCi7MwYCTlZyIml4/M6m1CfLNk3qhC1UUbRbCGmHmXjtBWZfuf1Wrio2I3Ul1JGcB60o86XGfpaxBbPJ6+hprlOpwlm8RullC3GaBtXoCLngbJBVMRPThaeMp430Tn9ZsSWVkTRO7w8Xpsgz6HSmSyutGSEL6iZq8hkGZn5gPFje/ZIR7GvIupQIdgaHDKqBwvMseL60exus04Wv/7eMiKM3IDEeYrHoPuIBhY6gEOhfkmQIxiicFYKWCuqOc6yWW6ygQv5dgRvzCkpOxrthhxfvF+47vFmxs64rq8zx+EZFRqrphY0+7w08BEYDdbWYl34gjtRg0pN1qBXi4cvHT59knO/+OdTapHv5DhF9FXIZG3aZ6PgJ2XqempNFvu85uR5+w2/Ri5zH1Bg9PajAsENny7oBn8KqdVpTA+nBqgCwQ8OrlinjdX094Fg7WexwKa/2NOsGj24UvGO8NqyhVEGW1lWUK6jticmilzpz0s2by+1PtnS862irlaThaiVNeZEBwwI5sgMOV+3+HWSPaMxV0xQOxAUKKQHQPj14q3J/9/O2g+Uq9Irv48CvlNjJiuimvBlYuWimD8xQtFEnsmSamncWLYLM89k6QpiG/a4TpYnvBBojutvUvlqNzwyRA6CNJgovW6EL6gmi2WwTPRogGdaKJPl1ybIzFKqxOdvJG6UuPiNRmaR8NBOHUN2XJPJUjJB6GCaTFbACJANDvl99lTayhC+4BLwZIhwY5RgJNwL1GR542Qgn1bK75kUqagE6B7RHOLfj+OBxim9js+xmHFABj1mTGRPp3I2PwI64fyeTGoU1LUK+ENSqUprED1UrNpxKKkVvfm//hqccyaT1j9oM79sk+bNiFXhC1EzxbOLyXuNsUKZLPsdWrRYqguG1P9QbAijwTd84QHv2jidj/e88b6jzqoL8sMT/XtWc5OZMxqVDoM22pjjDIKhOOaOk8VFMLKfzzxyOlxz+tz0+ws4WVpUPaRWm16PjfzLet3Q5739pwBrxFdrG8h1suQ1FNuIvFzwjKWlhYb36HLbX+AcffMPFsKflu2ASgOfCW25tE6G2lRIJ8kVvlAk3MVeLoWCyqUL5tZkZc/B2iKZvVJAMEeqJfPsLB9XpieloAFzpUlyxOSczmvuTeAB2hNm2/YDxUCOL2lPWbpgzGRFVBF5DRZLVRfECdGjyEuHIlaYSaHjc6M81Ix4w56OoiOLeYXGVsEqlMnyFy2e5UIUUhd0eNCYyRI1Q1yFLM9g1zd7bmQVb2zSooLy+uQLciogGfdkKNECTWl1OvcQXZAXf/PMJL/P5OhZWlE5dEG/QJ0MqdyaLPYanac8v+R3wSXPF76ofCaLNlsSeZBZBdoneAalGBl3qh+bOSWti5BZk1JoHPw9iQhEr32uNG5CBd+VkHCvRibrD0+ntDLZMJ07tkQtwcyF5kRZJ8IaGa7wBTgGF9VlzJySOsxy3TF1kvW2P50z/70m6Pq68PjGfUbJMFTLmhprPl1P63/HjZ+97eS822bKoZosTT3REb6oq0wmi+8dFORDwRc6P23d5IECjSGQV/NrroFn+0pUFyy018ogYUEJdxGIkBnacnqRFV0jpPR7S89v6E4W3Ze/rq28DDw/XxzPBJqffL/kLTHkmCW2A67hJjgia7KEXVTqXki9sFR1QaYGjPDUkmV5QwF7hmfC+NwOrfV8bFpGiM7IIGhrOl+Lj545uYS7A2Z80T6Kl8b3MrJ3eJBsrCA6WWMIhQwqf5HsL+pYpHyGTlxoMUVjlSajQxfMIh+cgoSQxY+hmqrQ77J43m+O5xsT9P3cAdNqH6RaTziTldEFlU2IFnCqtQk5ta7wRfHGZke3bTTcnEVvePaMnq3MZBm6Xfa7Kf7PURcMZbI8B6LE2gu8zxoVic6dZ7JoTFnhC1GTFdj8vIJdYYxwXn41arLI2MPnJEUI+Px0nKwiotKmGDvbVHjWhaNQrSM/x+S43f2OaAqJI4QyheXABkj8uqRKQTbn1u45z2Rp6oFOJksTvhDUIR7x5u+l6zOqmYx2JPsBhiLOHJxGK/sjuRLrSs0Vow5JJzG9b6mTNXtqo7quOZkq5XWXQTCEmiy2VvKfKXiF62pezyK3JqswXVCjVOI1SJaDeX9gvwk3Iw7RBe3+KJkODg2T1RFr11SqMi3h7hU74XdPbQsyR7gz7TNhhk4XJHCxrEqBX9M5Rx+W/H/KvKlwxhHTPeXVHa2uk+Xu5em9n5LTjJjL6ZdDFyQnWqP58mbECH4OaV1VegxaU6Qwhqz15LWYdI9wrSDny64b/jgMqgsWQUtfs8sKnTlSjEWA7M5505vU8SfZRWMJY++MJzAK1WQV4omHXjN0waR2QV9M8btoYXGFL+rUY1KfClQvK8ZB5JM6SV8XEL7Q6IIhJ0rWZNHrvAkx39A9uqCy8JLBhVEzyjRpTq1LxSk9k4WGIhUgt6uZLJcCIDNZxhAM0Gfw2ihTJ99H526drNI2FlnTZWlVA+GarABdsPiaLEEXrLK6oKELKpksTtFEh5LGUSEnC8e/LPTlWZdSnSzeUwifCTlZNLe0YuuhoE9msqpAF9wbKMTn96PZOHlobFijksCzg9y5IEgJ9A7xTKTjbzNZdWojX1OTJTLsckzzcbp+d3tA+EKvieK1H5q64N7MOUV6lSboYxyQgES8VpNVjiKlk4niDIHs2lGNM3R8LtySnLPihOXR/UwvsYQuCCo9rLfETFaIKcD3R3mbnIBMX2lByGKwdlcb/OP/LIR3/3gxfPOBde758fVfoQviPeLXzJUOiwV3KrnNUCnQ/oTD/GMvORt+9ObL4c73XAUzKJPFmAvU305VF2QS7qHsrF+TVVomi5xoN5M1IOZUVjPF5i0fl/R3uVbb/qV+potsEq3WlJ43H1tDEb7Y0dodbNZdrJM1l9E+XRqxX8c9VjD2zngCo5C6YCEDjIMyGzhhyRjCCUkG8IXHpZLO/3jViV6UkWeAuDHMNz4qOsXIUnF0QUarYdEbMp4ljclR6xGFoL0BY4YoIbQ4cVVB7qhJtR8Z0eYLODqotu7J35i1RqHFgFMYyKhz6IJSwr1ezwTR3/3IrjXWuLPJz5fug+1VVtrCKWu6PIEAZoCYmrIs+thYdE2WjBgPBGvCZEPnSoDmi6ULalH/NIpI11SIaoLzli6Tnr3JKuSopvHvDGayevo9qiliKFkJCaOsptT8VAq83iK0rthMlu2DxbPwRoI90CdLRoxlQ0zrSA16lBaVLiiDPwHHlrMJ1u+WAkI2Im5rsni2nL7Drov88JQBnN3cZGvKBvJrrtxMF1t3czJNhcCNVE7Voz0G2RWhMenVJitOfB5d0O0lFqALek5aaXuvzLBrx3AzWeHX0uOVPi93HbLZm00iI8pVKPk8CJ1POXRBTtWmsToUbNnfAb9ctMU4b1ykBdffK0+dk4xLWou5cIiXyWLPwrZ8qGMOzkABdcEKZLKkhDvZGzSvB137gf4ug8pGXVCp2dLWNc7a4eeRF9QupvaXj5FSgwKt2WfRQbYlDn4NesxkRVQVcnMZKLFBovuaNU65QiB95oazDodF/+96+FDLmWZSE1+eR4O58UifxclNi9KRh00uqqdXSOo81LeB6tMaFGPD0BpFet0277PnTjCOFIv+kDKfVjtBxgDSwMih8YVJ8jfOPPBCT9o0eCZLNvQNCUeEGinz4u+Qwdcra1tKXDil5DttbFJNiZ8vXRfPKPDzDGayQsIXgd4olUDSX4myfUozX1nQTNeLlC2MMP/xaV3mlj/nKYIOWrBPlrL5cWMHj033mPPbQ/VB5UAqVVWDLogSzRr4Pedj3xobvmPPG5BzJ0zOCZld9Gg/RINtsMp83AHw+mQFRBe4sSJrztxaVL9mimdpNOrTXoUuqBn7bk2W7oTRvSpnzLjNge3PtMdgnXBoTHoiE8r4CmXu+TXgM9LEQfj7Q03GZeaJnwMXEuBOljyGQ/PMCTrycy73HktBKzMWk5pcny4o15XWMuiCvLeUtFXKwVWfvQ/e//OnEvqjtr4SaC3mmawdWU3W0TMmBxkb+KxDwTxJFyy1JsvseUy1U9ZkGSeLZ7LYeVgnCgLqgoK5M+AGRbT6c+lw0jnIsSptG23OO82eA+N1874OWLQprTnloPGJNGGtt6etk481WRFVBE1UmkwhSgG9nhdt4XQzMobwbzSZkPIye2pTQjkhQ89kskRUCgu9+ffhhKE5SBzbQs2HtWhqen6URdGvtVFRiJKSp+RL2fS6jeIRaA3CxVfSBbkDJp0gdIC0yEv6e/4154EMYzTomhvDmSzaxOlapAQ6RatlTQA3NPi90qhB9P2lOimhBshcZprAN4Hk90Amyx/zmTETEFnglMVKCzDwXj9EueX3iPcnQdA4+fK9a5NaiXf+75Pqcan2DjMxFAjQxFf4d9Dz17LX3ChNnSyfemGyBpVwsrJ7UE26YKhvj0Nn0zJVTibLr8nitYCyz5RxskQz4/7s2CaT1WDpgnzdkpmsEF2QGyshVVa8Do1OZzNZbF3krR96fblqly5onU2NaszVB8sdMwlbICAIRFLOTibLc7LyA3b8PAkabbMhhy5omgkXULfVzoFfD59jPoVR3/PU95YRIOL7kcxE2bHIaafMqBXjrpyaLO6YURa4XOCx6BE9vaVVjEV3ryDqNt8vd5GTlQky8L3YpcDWqk6hVPstNZPFA4ueuqCgKvN1gY87Qwc0ThQFjYWTxZwwTgsNBY+0di4eHVYENgo5WSG64FWfvQ9e+fVHEiqr9tnEyTJtZ2ImK2KYQYOOjBcvupYNbMp85GWyaFAj950MdXy/SZ2zzWFKVhNEn+E1PAibCet3oj4J1S0714LNhxWFrPTYOmWEFia+SVAmS/ajqQvRBR3hi2xxHfSbEWsRVYcumJ1jofqYUowRGzW3NVl8oadzJOeCNhpJdeTOi5YtJGNQLtz8WOWqxIWKwXndSMjJ8jJZoZosUbsn7zG/Z5WmrZFRjbdOm5PScCdnSypdhUUvrFhGiPbpNd7VhC+cmqz+3JosaWyOVnXBkFIkd2y5k6AJW3A6nFZYLeWcDV2QKJzCWLJrZ52Zj/zaQ/1ufLqgjZoHm7AH+2RRJktXzuOGqSpsoUjEp1LZIurOa8KUc/zY75bDXct12W4/E0XG3oAxjPNqsrwMuTK+8uh3he4Rv6ZQn6uegJBQeny2f7FsMT8Gfh8/pH++cr8sfQ65giKyPtYa3xq1Va4j5dAFeR0X1TOWiwXrrDqh7etVXCYLxy5lso7JnCxuf3AnyzS9Dwg/0JgsuSYrp/VCqBlxOJPlfp7WJ601hO0Jx20dd97y1jy2XY0IbBRhy3DFZS2gPMjWudU7mUiGUxeHPQhde4rXB3KxrLGC6GSNIVA639QaSLpgNijJycqryaKNfIZ0slgmi0DGHhUlc+ckea+IPFCR6MzmBrsgFshkOZSUbGHAtYIMVL7RS2PBLjrpa1YF0aULWuEL8Ppkkd/IqUO2eZ+/0ZLBhc/C0AUDMr7lOVl0/Hp1E+Ry0fxaCaYmi/1di+ZSNF6jFpHq0ZQy6YKhvm5S/ZE7EQRZkxVqfFpIhZI7GBXPZDGhg7xoMF2L6YPCNjwtIsgdbIKNMMpMlqtuWLgmqy9Qk5U9/wpQKmXRfzVqsjh0x5bVFCUS7j5thjthliLsO1lkgMvnIpv1Uh+5JJOl0AVDmSw5pvNqGzidT+tTZanSepbGRK2T4FRY2ALvnyOII6LueTVZSIO9fcFGeOsPF4EGaaDSOXPHGYMGoeP7Pan88ZWnDkgGNldc8wOW+Zksmoe0hWj7F815eg5OzzThWBdqaVJOTRYPckm6IM9+WCoyz8K79/gQU+orFvw7h5rJWr3TZj6oX50Zi2LvQEOdszrQbiGH8xhDFxwwc5uerdv7Tayz2fvR+dfUegshLzgS6uvJnSz8E41VXoOONpGfybLBGz7fCWbMU20bc8RoLHjXn92/UIBfPm9trz0o5rfO3PHtKe7gxUxWRFVxz3uvhI9d1AfHz5qSq3hEAzgv2mIcoSmNJnLQGcpkNebTBWngkxNIjfvw2Jbvne9wuOpPdmHg2Q5XRGJQoc1kkQ+x6Ehjg4wmLZPVz50s6lthOMz2++k+4b2xkZf84tBS6IKd7PhaPxtj4GfPRkbzbCbLXiPfRGlhJTqh1oSR3o+qSwi8/FK49SFjyBg57Nzk+fPzTs4vUP9hpZIzQ0EYZFzsohxDJQ8mI4TUK+X8jOFOTla2edRAjde3yD1nonSxTFawGXE25zPDQkbY+XlSawAyEHgmq6IS7rIRa4Xve14tKql4OVFpph6o9clCY00GVjRjRD4XGxHOjAFGw9Togn6/G/16nNqGQIPYcCbLBk+k4A9dq9dsOBDV58Yr3T/n9cCc5PUrmlqtzETR5+m6cc3T+gmFPq9Rk3KFL5jBG6rJovdQsFHOO0ml1podI9Lr8A3XkFNnjuEFk4aYyfJqsqxhzYMRpaiWFgKnGPI603Kwu63Lowr3FpnJ2pkJgCAVjbLQRnSC3Vc+HmRQVzIGZEC1+EyWb6/IGmW+l2jtZmzwxx1HWrNiXqNZSPiCB05CAks2wO9fvxscGswVK6pheyAfHxhUlm1nOFUxOlkRVcXs5kaY2cRlNoWxkf1Ofa9k12xtAZyROFlZTVavW5PlOVmK8AX/nTY22mTRydKyMIV+56IMXPpVo3xwdTxacCQdjRYOuhfS2OE/p05WZqjlZHl4NiAkfJHH2y8EJ6KsNAWlqDk9J49uZ6iONd75cPXGvEwWGayctlYKbSWU2eM9uuT5EuT1aEpnybGy8yXaJF4XNyqdTFYZhkIeeA2OJkIgI5S0QXAaza6DvpNlpcJ9kYaekJOVQxfkzi7SsXIzWZVoRpwdg8ZNpTOIIbns5DUmnMJl/41BxhwHJ5PVq9AFKWLcH8hkCSfFyWwqohF5/WyKNVb4uqfXZGVGVW2N17pCft6qnHEn1Y5ZXjNJ50ERZ9wTQjVT/Jp5BiJUz0Lnv4/tG3mOfzGZLO++KQE6rsDIKZucyhfaa+k+aUYn7R/JM8j+8e/VjldY+GJomSzM6mhOHj5DQ211+hLl1xcXg9YKZrIoe8V/1hqMazVZpCx4xPRJdl6KzKxsS4Dgj8g6GfVltbrozRHXkLRHvi7QuHJYNyyT5Ui8y0wXy9LRXOWflxLuaR1mmALM91ltmyikLriX1dH6tdOcGVSrZrKSrLBgUY0FRCdrDELbHB26IEvFhhZHUv9DyUyaOIm6oGKA0cJCk4gvRAhZf0BO1qzmnExWDp3D1lvZqE/yHscBsNEXSSWTTpTsF9OvSbiz9xiDK9tgNWOGZzGs8EV+9K8UlTXe30LWW3FDw9RkednFLGtSg8ZWRgugTBIbN2TwcYqCPH8yJJJrKGGz9+iCxgn2o3Mhx52gOYFoDNHvPCvDHcGq1mSxzIU2Rjy6YPb/PtZIV6vP4sqSBK2nEc9c8V533nmKPllduTVZMCS47Rd0x3CokJkMvg4SrQfnri584dMF05osN+uo1mQJdUFZ28AdlEbleXHDVsuUaYIBIUGEtFmw79jzAJU2Z7jamBS2wPnEj8/XFLrHNJZwbIYyTbxRtKy9yKvJMj28st6KIUVRrhqn3SPtb3yMdPTaHoQaXZCvH7QP+jVZwsnigjfCYdeozoUyWbJmuZxAhXRmeVaR90lsVMaRXLtLzdxIx2qomSze58pkskQGyMtkZd9Ja+zhh03yGAF8T8X7QNlvrx2HfN4lZvydmiwhOCP3Ce6E0SnomSxZs1Xr0wVNqxaWyarT+2yl9e2hwIlgJxTMZPmv72Hrghxftg6ZB63dTBZnV40llHTW8+fPD2ZGCD09PXDttdcO9bwichCeCG5UO29xtNkmW5PFJ4pOF+wLiBS4WQaiIvKeB3nKSvJ33sPJcbKc4mIWkRXRSBvNlYsOBOmCbiZL1mSFnSysibKRl/yeRaUszPwc7CboO1mmGbHYaPjzo+C9KXRl50HRfs1gomfmZLJK2OxlNNRsbCp1S6c7ytdDxpDTj4aNNe5kVTqj4tAFlfoRWdBM/3PjY6eWycpep9pKhNbTqNhMllOT1c2ELxorn8ni93hyQ3UyWSEjPSjhjsIXSk0Wz0SRQcolgu090QVJjOObfT9fkzShEhP8CaiE0c+8v4/vVPNMk//MuMGkOXE8yy9pYjKqjwEam0EedO4Bjh2r+CmcLGYQb9zjNlPOq8miSPecZspk6fUhUoRB69/HMwf8vkj1TtlwOr1H9udwTZbM1vpBQhpLWj8zn/Ysg47lB+hC6y+/b7yOh54xZthf+tWH4L/uWW0ZLQEqfKnfP1ThC57JQmMd50lQ+IL6ZGVOpXGypjV5thM/Bh/vCH7L6X7k1STlgdYfvSbLBlRDThK3VYLqg9ltcIQvlICm7P+nrQmhmvlQ0AGfB6ekarbOXkaNl7YR0tgpgGWD9sQQcO2xsQa3+qwA3va2t8GGDRtg4cKF0NXVBbVCZQ4xMDAAGzdurOQ5RgiEIoiGOpXQl2qS15HXehikUW6+8f1s4RaPLsipTJrwhclkiayJpTINOlmyvJqs3D5ZSjRWvoenuOWiJXtA0SGk5GltAbqgVRf07zdl/NJMVpYJLJTJKiMLlNIFfYONU9XyarLS88eLtwsbp4XIPlmFMlml0FZCUstcMrZYuqBGHXKaKAaybdzBwI/i9UnhlnJhxkCDXpNlDWL9GSG2HuiAe1bsTKSFzzxyushkaXRB9/5TECXfyWKZHtZwXKMLDrV+ij8fGeVH45p/Z+UyWdo9F8IXrK+eNsYo0q5lssgAJ0OAjDhpkGhSyPx5yAJ1zQlC8Qcex8wTvtDnhF0X5brnMQBEJks6Wck11tU4fcZMJgvHfMAx381oQVpdsNfaIfs89T7DHl7JdwfoglIpT6MB89YOuJbyMULzCw06W5MVcrIyRy9Qk6UpaMpMlkarDAVLtHPg11MK5H0m4SqvGXF2nj9YsCm5N09taYVvvPZiU3rQ1dtdFl2QB3i5nHqpwMA+d7L6s0CEFjih4C6VRHBlwSMOQ7qgnsnS6PXpPXLVkcutMyVHShOskRLufF7LNSP5OfsxoQuy89CCylLgKn2fO+Z5HadpSxGsfdaDDhh84X/S9qG9LJPVk5PJMgHF7Dt5/8Fx72Q1NDRAfX09/PM//zPMmTMHHnroIbjyyithwYIF8NznPtf8rzlfEZVDiKvOpcsxw4IRc22T+9Cvl5qf0RHC9+MigwPfGmBKJitzsqSRKhultjFjJFRL4kXqAlkqjC6hwYALgda8kRsb0omSkqa0qOQVk7rqgjlOlpn4zMAObMSha84DT5FrCo30/SZaKp4Jd1poUTZ0QbbBhxocJucgitzxGZRDefRqskzRNavJCjju8jzdAnY/4iyvj/fJonOoq62rMF1Qr08x9y+7Fo3u8LX71pmf/8+Np8G7rjvVnDPR0hDSOLDfQXTBsKIoOYP0Op03dyjkxlsu+Plxas1/378WPvunVfDTt14Bl580e0jfIdc0x8Blji13IvKEL/gm7whfCAqtdH5lTRZ3gAxd0DGs3XVHC5bxej15bfx3N5PlZ58TeXLFgdBqukwzZWYU0/ljprsLBsx7KMuair3ojApOC9L6CdHzw6/Hj9J0JRoY9mcMrbsO26K+NnWgcjJZ6AwegF5n3aKsCu5PGk1aowuGhJqmkJCCUpPl0QUDvbT4+cpzwNPDx1dWM+IiM1mmkT1zhHqYmh5S9cpysthncNygw0PU/VKATrX8fhxDts7SXVeppg+fEX6W2AKHT2d0QTFnTVCB2a6aiJHNZJV2P3oDmSy8J5Lx4NABTbsZJfjDXkeQCcBbzmg9QaWqqVPHGRC+kCq+hbLL2pzcx4QvpG3E+4IamrepdXXvz1hDWWeNE+XOO++EI444Ivn/uOOOc/4vRCmMGBpCKV0+Wcj41ja55dsOmp9p0SApcAI3NqhPFi10sk+WFL7oZFEJ2dMi2CdLMUbouFojWvq8FtHt9dQFKWKcfpYWJl5Myg0WW5Pl0gX5RsozSaGIq79xFj8veHRL3l/5/cl9yHl+0sniNVG06al9shyDTK8JKk3CPXPyiqrJcjdjVUlNOIvSKMNrkeO/kvVBvN+UZvBS9JKcKy2TxfFf96xJ7hGnMxE0ymjyHYYinFOTxZwSnIdmU69CM2IecefUO3SwEB9kAZ5q0gV5BhjnbV4zYl7no2aysogyjWdyfu09E/OK9cJxhS/Sn6nuQ2bKijFWuEpZXoaEy5Pjy7QnO06WjOqzNYfWBfmejqJqsmzWQaOZmYbIwkGhSDcKPNE1aPeAgn1zMmdMc0CMOqDJNNk1gfc7k1Ty9LN2fQr15zNCAA3heiatxkZ+hzleIJOFTqL2/rIyWbyPEds/ZYAuuYZeN3jDleqKBX/2aTa0vLWFxhMKWlAWGcdhSPgCHQHqz4mGvaELovCFaLbL5xOC3wptXbFOdamZLDu3OOshqbvKDmXHi53XWv2yI3zBbB2zl7Mxq2WypOAOVxcMCV+Ylgb1RVJ4lbGyk9UfSxVcqy7Ig2Myk1U3fp2szs5OOPHEE2HHjh3w93//97Bp06bk7/RQ5f8R1UUogmgipXW1ZjJom9wZR0wzP596+FSPbuVlsrLaCoKMyJNiF00sHu3UqG7JuRbTLDJbWMip09UFa/xMFn1eOGlkaNiFCVSecygSyW+36YkTKJ7WHMtSehBxR0+jXErKVx5dkGqyfLqeb1A691iRay7FSZENHG1NmJZVkGOqcE2WdBalAqGklfFrqgQ6nNoO+m7fSW3Kzl1ekwTeezQobD2EIicuTr8YuiBfA0Jy5VrD7XLgBHqU6y1HCrog3YzdFF7fwHuLyYg1nSOBoviO48nknPn6RccgWgvdM+7IcUVQo2oqDCabRQkbKz7NWjHWlAxJQrVm+zE9Vk5pNDVrsj5FoVTS/etkohEhiikX7lAzq2TAZwarqcnKajbIeQrVCdI9IlqhLnwx6ASh6Ds62JqAKpEapdI2K2Y1KmJemOaoxgnSMlmuKFFeTZavRGv3l9A1FoK896FMlgzQ8c9S8EY7HjluoTWjkNpusaCWMLOmNpr7gUFGm9X17U58LzlZXF1QOhHSIU6EosS8xmdLl0hOb6nrJM9A8+ypI7xBThYbkypdUKnJcumENnhj9lr2uqS2u+M9YFuWmMnS1vkd3MlyGCl2T2purGd0wQmUycKB9+EPfximTp0KZ599NtTVjU2PcrwgRKPgNLhJOZks4rTfetPpcMzMKZ5wgIxCcylpzSEz9QeezK/teeDTBdP3kh2g0cDISdKoUpb3zjZ7k/52jRn6Dp7h4PeRvxejQ5IuaNPr3MlhdEGltkK75pLkz5mjp6k/SYW4POEIeknSBXltnXRU+flLEYFiQZRGUnuiTB7138qTcJdOo94TyL0OeY5EAcPnLwv4KwEqrEZDRKtPkSqVhZwsknTXlO5C9S80VinCq21uUlZeFlo70dOh1mSxekg5Jvn5DgVcLTH5zgHdseUZf66qRyAqsuNkOX2ywMxrPpdNawgTQCJjxa5bfPzS+QWbhg6UkMnKKaB3zoEJX/Dv1poZaz2w7LW644JLLYfEXhxas1aTJTKCUl3Q1mTpY5IyWZTx0ua0lFina6SIOZ46rp08K+BleVDiPdifz3XiOEshRP9y6o4LsB5kQ+/y1AXde+8IE7BApjZPKeuFvaVCc3frgU4472N3weu++5j6/VIISv5eLIhmhjRAut/o7IeELxCzmlNH/UePbjKZsMMPs8IXRsJdOYa0r/h1V0JdkPdmk+qG6fdbR8fSBXUni9YOlw4IvvAF2+slRdYZ7wHb0mZu9ev3+7D592dH5uzy+yEDH8iakhn6CZHJmjRpErzlLW9JnCx0to4++mi46667oKOjI/m/ra3N+T9mtKqLQvS0Oocu6C9sNCGuPGWO+ZscwNzAk06VzGz5dEG7Ect6LXOuA2KTcjYgN4Wv0WKsgpOtPaAFiSts0f3QJEv1hcuP9MvmfaEeSTJTVaiYuVThi548dcFAg+g8uiDfXDVjgxsLGv2p4DX0ug4AjQHNySsk4a73BLKbAz8ejR/+jEL92oYCUoFDJ1IzeGVBczHqSLz+gT/DYCYr24CoN14hOWuHLphTDF0uTIY527DlVlCRTJanWjmoOra8ZorXcHLQGkHOg+vYpj+jIeM0mM3+zvtwhah4/O82CFYbnHPkZGH7i/TaBnKkoH0nRxO+SK5BowuKOaUZnKE5hQE0TrUjY4+reRaqEZxCmazs3qLoB8+eFKrJooxXXx5dUNDtjAx/Y72TtXDpgoUzWXQ/jBPk9JhygyvFNCP294p8o7YY0DGnZ0Eut8k1y2QpdEHKHmHmhsaDZMX8dsnW5P8F6/bmfn/o92LBW8KQk9PZY515zUkkB/zXi7cmzxavc3ZzU5giy9bm0LxATM5EwEpXF7QBDB5cob/jnyzzBjw6YH2hTBZvR8PWcrnm8GPJNSEVGsu+W9qWxunX6YIkqkJjTe5D/QODjgw/F3CiNYXaCUiZfa2H4VhCSWfd358WL55zzjnwqU99Ck499VS47bbb4Pjjj3f+jzVZ1UWoCN5SRaysuOZkkfofj1JxRwrnKx/QzUzCW9aKOHTBbDGiPiR4TE20gZ+71nehJ8t0GLqgSPHjZ+laeW8L2qyDwhfZV9Dioi1MSWNSUUsjm/f5ogfFRSf7y5VwzzYAur84v3g9kJ7JCtdkSTpm8nOOOp5Tk1XSNbhqbLJ2xVEXlE6WWFDVujyRyeL0MBl1Dwmw0P3EqGyp65Y1Cq3ASzF9sjSclSkLooqWrAlMrl8xyPF8pbSw9nxkDzppBCbHDxiTpcJSlt3sovn+KmSyeIaYO7Zc+EI6vAQvOMHuCc9k8TlDDq8ckzw4xK+bMrcyKq0ZNNaB0LM0ecIV/GfeBNcxqJzaEHe+UPNxjVIp5xQXvuDXJoVm8uiCUzOGBH1WqoiF+mRZuiDVZPlj1rafcPcXqnekLJrdG5RsYKBhc/q7PL7i6IsWIHnqgiG1XUMXLGPe0H2eN32SV5PF90iNLrivvdfrAylZMUSdQ2hrp2wfU66TReeCmSxyanGc0bzS1lVpo8yb1pQ6lFJRU8neyudF550Er5WWAIWQiFs4wQ+7lmvfb5zyfquKWRugA8o6T/56msnyA5qe8AUb79p84OOPahzl+PUDH+7n97R1q7aFrMdKaP9C+GKsZ7KKVhd86qmn4O1vf3si0f79738/+L6+vr7E2YqoHkIFx1xQgDYqKSueFNZnGyVJnUq6IC4kPBvpZbIEfbCYTFZIzlxGGrWaHTvpssgGO5aaySKVRdloV9Rk8YWLR3e8ZpLKZs+bAYeKo0P1FCU3IxZZJHzO9FVkiDfm9ckydEFBD8gphuXflzRXLSMTJKlsllZFBiujJQlevTR+Zf0IQm5QfF7g89m0t8OO3x7XweT45oPr4T/ufAb+9YVnwNuvObno6yOxBKwtUTNZIiOaJ3xx1lHTYcX2g7DrUJfN0gZEGPj9JduGov+aIx/KZOVRZMqF3dQzx7IuVS0131+BTKJc00IS7ry3WG9/TWCchWmqNCfwHvOAg/2se884DZYHMOS6RK/lCV+gsbJ6Z1uOumAN1JFjr9DQOC3JOUfmBMtgnQwK8OuV9bacLsiPT04MQQvy8foLfs5SzCfk+PuOaDh7K5kSRiEy28O0elpexxLea+XxB/y1mxQai6nJktnZ7L0aHbFY0H1GB2PtrjZodSTcyRm3VHAte4T7CP7DJITMZPH+iWhT8L5+6ffLrKY/FvA0fvzEZnjuKfPglHlpfXgoKDyruQG2txJdEIUvrCy6xJb9nc7vKHqB8HrD5WT1jcS6wugoRV0QnzVN8aY6VgfIgjdcTMy2dtCVkDmrgYad/rrNdKmZLEMXtONdNmD3MrfZXianHK+TXL+n3VvndzCqoEcXZEI0/FxpXRrrNVlFOVn79++Hyy67DK655ho4//zzE1XBELq7uxNnLKJ6CG0+JqrBarIkD5pTBnhRK48SSFpTc4FMluzhY9TRGpCSkV+fZAt72SYn6GxS+U7ymOVGKIs9+aKWvE/JZNlslY06Sbogr+miDYx6kvHjEjzHsoSNki/sMhvIBR2Kqsny6ILh6FYoEyPrN4qBiVgLCoHm5EkHRP7OnwHefzxfT36XOaPv/ekSuHPZDjMO+/t7HUOYAx0s+r8UJ+tQt1aTFc5kcccXDRIumXzUjMmWLmgk1pXGuGyM8YwOCV9olFTPyVJEIDQFzXJg5m52PNlTb6hOnJSkT79zQB+zLFNTW+M7Sdr5ac2Ik+/Mnolbx+hmggwNlmW7kvPL/u71yVICGwclXTBQgI6GiMxkYcScG2VOJmsgfd1pmBxozMrXDhn558qxWg9DqoPMy17Ieik6Z3KeaS/S5hTO/QNC+CJPwp32FyN8kZ0fOQS6zD3PZNUWKXzhz3ua71pNVihA6vW8NL3m/Pv47N4OuGvFDnjdc45Xqci0jqCTJetmnEyWmAPcycL9hY4tM1NQ49ILfSdLZLKU+vAndtfA/z66EgBWwsb/uAXyarKwpyftd4mEO6tPlLjk+JmwZPMBM55ffemx6fWK8cwDieFMlg14ltNP0KnnxOAIc3Jo3PF1hTt5ak0WCxrT2sIDKnZMu/ThUCaL121pa1J6De54D4nRhCi8uxhVMD1ev5fJorEuZfYnRCZr5syZSRPiO+64A9785jfDrl27kr8dddRRXpoYKYW9vb3wkY98pFrnPOERijpb4xX7ZOkNcrFBH3Fn+cTlmSzZ9E1msibn1GThwmGobI11ZhEJZbI0uqBMcYcKUROJXYzYek6WjdLxz1v1QTfTxb8rcaBE5IQ7YOk97XfuVaFoJ/UgKycLhMe3dW3Z92f3N6U/6Mas2ycLP1fjZMLo/pnrV6LqnOIgN6dSrsEUuIuNjS/8hdQF+e9ozDbV1nkZGa7oRg4WjUN6ZpWUcOd0QT5GqR8M35wR3BDCc3rHtSfDr57cAq++9DhDw0jogoqxq815KhjG6yeDTnOSpPCFpDOF6g7LgeyBpkWZqynhzmm2vJ6oNvuITxcMBye4o0RrmlavRAaHGdcss5pINGf3VNaCas+0U7AMPGlvVs8o1ff4c+Z9spL3ZA4YTe+EZi2MLZW6xAIXOK47nAy+n8mSNVlaJss0dmX1LXh847h4NDt7D1bvOpR8Hh2042ZNKSj2QnsVPRvTiDj7bhmA4+9NxVv8Z4T3wQhTKPQpOX+Lqcny1Xfd/VGjRP7T/y6CZVsPwoY97fCpl59bkC7o1GSxPVDNZGWODRq2dB2+09TvOELHZs9D3ofQ74hNbb6Dl1eTRbZIIuGeI3zxzy84FWY2N8ILzzkiCWCRgS7rfXLpglKBUAnoFgMe2MNj8EyUtFWk6igPnMvz4+qDBWu2lL2eqycmf2drgmR/2hpHPeggnSw5Xltz1AclldsGx8LPaCyh6LNGh+rWW2+FdevWwYc+9CHo6uqCl73sZbB48WJYunSp+bdixQpYs2ZNdc96goMikKGFGScsGV2hTBZGhThmNutZLU1d0KvJYhsxd0A4pYQXR/Nz14UvdFqNdbJc41UuGlzGGMH7xRSTyfJqA1gBvMwgoEFgIkOyt4SolympJosZwrKeyIheMFpnY1E1WSLTpwhfaOp9qcJhTfl0wcygoUi/1rsjJNmu/W5qSMzi60a+N+5t98av1mtMolAfqxBdECO4nI4RygxQDQqNiXc+/xS49/3Xwj9efZJ5DZ+tVjOlRRgNvYpRVuU88wzA/upmsqSaVan3tBhIaX6pbmfpgjYwYNQFC4wzTdGRU1b4+2UmyWbx3OCOzWTZ4FAoiyIDE1KRlBeyy+/nY0Nm07jSmHQgtD5Z5v6wTA6np3LhC35txGKgdV0zrDkLQLZDKCQY8cSGfcn/Fx03kzUK1pwscuRco9CrydLoguw5avOCr5F0DbyQXwon6TVZRQpf5Ei4o4OFuOOxZ73X+DFNJsupybJsD61PFmWPcI+hdULS/XiN1r7MEcpVF1TogpPqwoZ4vrpguE8W1Zvj+nrS3KmOPWOb7Wa2hDLm7Vo66ItslVObnGVtcLrj93PHXuuDxTNZ1qbTWScmO66xUtjx80oDrICUWy/GIe01T/iiy80uy2DmITb2ktfZeJfnKCXcaW5VI2A3HCj5rKdMmQKf/OQn4b777oNDhw5FkYvRKuFOmayAjOv0yW42CpV3JPUopCYYogviROSRzLRJqx1imkyuiQSySelLHWebrciKSYl1r+9DgJaTK+HOqIC0SdIlmNoBQ+dKo1IhZTZawJup9qDILFAqaNAfrIfimcLijMVAM2JFwl0rTm2ss0XupUigdwfogprwRiF1Qf47nZdXk5W9ZwVrtk0GYTFOlgwmFAK1QkC6IN/kbH2KpValx7fzyGuZwCg5sqYjJJLgKlxyepobdfczWb6SXqVqsqSjoVGRhqrwKJ0srTcZ7yOF38f7S3H4qpxMwp0FYeiZ8JouGfHmmV/+up9hd4M//HZ4gYmAIAIXtrD1VvZAJsBUw8YBez1VQHTntCrhznogyrWd96brE3Q8ojtqst10L/k+0sbaLUjpcz6eF23an/x/6QmznMy1hCc5nf1u1AWzua6pC3L1U9njT/5shC+Umiy/ptff4+T52nOQmSx/zlCfsaBUfva3uQpdkI6fBmTrgmtbInxhSg/cc+DfSZkvDinKo9EF+Z827nGDY5J9M3NKA1MX7Hf6OBYLS38tIpNFjlhv4UwWjvvXfucx+O5DG/xrJFpj1uTbFa7Ic6KsTeFkqpiTpqkH8vIKTmH2jm/UBW3Qk8u/59bQi9eJ1UGqjpIueJDVA0onzBOwMvXXgiEwUZwswqWXXgpf/OIXoaHBZkAiRrYmi1NJKAvz6Pp98NKvPgRPbNzn0CUkf3pOthAjjpie1oeEhC54wSuPDqMqIBl++P04mTXjMzlXswn6kSG5cEj1vpDEupfJCkSMaXFxeMwsahqie9DnuehFXhbA0mKoeLk445J3gecS7r1eIagboeMBSTWTRRLqivCEVoTPNyBNLroQiKpq1AVzhDeK6ZMl1dxks186R+5kYTH1a684vqhMnBzXxffJwkyW7+QcEFljPuckBddScvpz1QX58yFnIxWYCcwzxWki4RtNRW7IwhdCnp9nK+WGXLlmxCyLQLQ+Z8xaFa+QhDsCbzG/j25Nlv95qSgpM7TSCfLWNTWT5QYmiH5KoGPwJuwyk6Zl0xKFRBY9TijAYk5rNVlcsZMcKHw9RHlsy8YWOVmSrs6/h+8rlBXmoktmTLLrooamJ8yZklsnKvtM0e8UcaeWB1qGmEfW84QxXCeOj0E3E6316PP6nwUyWeRUaBnqo2dOdvrrhTNZkzxDl7M95mYULw15dEHOWqFsk/b9dK+1rGYbS3BIBoJslYHBLArKop0hgxrFQDrNurqf+8x5jXZor//9U9vgobV74JN/WOF9p6Q1asIUoZ6d2uva5/nez1VRNdaInFe8bstpYM4DroYumI1HLxPrrlv4Mp8zh8y8o36Omr1He4Y7X+j8aA8fayjKqujs7IRrr70WHnvMbzr3+te/PqnBooUxiZj19sIvfvGLyp9tRK60LU8902TAiY948+1PwNMfu8npc8IxN0vzIo44rCk3c1VMJouOr/H20/eGI3VS/U8KX0i6oExxS56z5N3rPGYwGwG9HspkSbUbTZmPX1NziXRBvuEmEu5CoZHTxORz0BTCfLqgNdTs9bubT9IbiL2vnGbEJpNl1AVlZIpnstwFVKrA0XvwHoYzWelnqPnkW68+CT7Ucmby81fuXeMt7vxc+HkWgyQjlH2/dLJo82rNIrAzslYJPEPst0Gwhoxek+UHI8jonSxFCAYGYDL4xh+BAi1qM+IKZbLyarIwm0BGeDnozqMLMoorryPsT+oStXFWG1RV5QYHBVY0RUZLg3WNKV+QJ1uXBI3ZEUvJ1hae9cR5S20y6FqToINYF+n78bB07HRtTCPevWDvAZdKlsakqy5I68KAGTd8HOM1drPMiMxk4TyhGkXPyWJBBDo2z/BqwUSb1WhU2yaYe2ayKG6Ax9Ll0zmpC9bYTJTWaJ7PKXKk9DYCFITzz1MKBxSqyeK1qASeWeRUQATecxqzdK14XngOeF85De2Iw1InrLCTlUMXVJ2srIff5HrYcVCnC7b1hRUBCTz7SKwaDDBpohWFYGwVEVjgx5D0fy1wI8ccr6nC/ZnvzfI8eTNiNVPF6IJaposLXwzkZLLw0LzpdDCTxY7hUIAHB6E2UzexmSy7T/B5bUsj+Lo1AHXZeKXAGgbzMUvqZLLENViaNwVTfUdxLKHoZsQ7d+5Mfn7pS18KZ5xxBpxyyinw+OOPw8MPPww333wzPPTQQ3DTTTcl/7/kJS+p9nlPaIQbJDIKgFh4KP3PDTMO6jmCOPIwN5NF1MNiarLo+PSeEI3JSNQauoV9zfaxglzhC5tpkhHdgfyaLOHE0T1L70+4NgBPizcQpEWTjKZQTZamoJgHHvFLJdxdWgxFEKVACTcAVXVBkX5XKQaCh27PIVtMS6B60fVbuiDRE5SsQG34WuTfQgWxdAwy2DSVNGnMcJoLr4EqBK4MiM6ZO84HApks3jLBdejIoU+dN43OB14E0WRUJS2XjTMte2qDCP7zLzYQsL21E+54bJNHU7KSxDXB6GO5/XIIfs+9wtnXEOWEN2KVCm18faDrzJNwt8aAm+WRNVO21hSCipScCsbHLFcXlMaSJtdsi+T9eW+zVGI+Kdk6fA+vQZTHpzFHtVXciZbP26oLMgnwbD5p9TP9AScrT+mtJ9Aniz5PPSJzadJIB9daW7A5RWMmL5Ml1dK0c/bafQg6ffI38RnHyRL1TJwNwfth0vfw+sDDpxfKZOn1dZy2K508XgNI369nsmpyM9y43nGJb6qx6ywgfBGCbVtAc1YRtAlmsnyxGAJfS5/dl7YOIcgsOmeNaDVXdkzy0gltTuuZLv4znbumXiiDM4m6YDAo7may0vO310jPempg3TqYjY85WVkKb1kg7TXeRH7C0AXRW63NHvK2bduSnllXX311kuFqbm6GN7zhDTBjxgzzP2a3IqoHm/J2Fy1OJZE8a+LKElWIsisEUoXhPSUICe2PTT4tg0ITjffIQjgKV8omYzYpha8u1QE9J0tI5Nq+D64xIxvs0W1zFybwmmnSwiujO7JQU4t28sW12URTizMuTf1HRgmSEu4kYS3repyovNYnK8viaDVZsj5EOlmVURccKPj92rXw80iugyKMnipRjWOwOcZioM/XXuZkldIol4yaRNyFuPZsnCZS01kxOEWSydmkz3FwSo4d36w+SDEGeWNY/G6aao54CbsmPo69TJZiCObh1d96FD7862Xw+T+vcv4uHV+ekSFoEe1S4EX9A8puPPtKY0YGn/jGrfVhoXtWjIS7FJSRipNerWkOXZDfN5ovXNWOyy3L4JFzjizqLTPIssm7lgXndVtE2+LjWGaTaH9xnCxB7zS0RLZG0brLjTiNoryfzSnZP1Ht6yOElWTgQ2uNwOnomhPGm6nLwE/6eTdIYh1Rf4+Ta5r9Dj/bJ9cnktPXnBwe/OBOFp0bN87zaNKJhHtARIt/h3SQ+LkauqBSN8bpgm1ZSwwOUrMkA54UKVPhC3cfLgb1gfruPBEgJ3ATYBFxh1PSHmVQljvuaqaKZbLMc2JLt9sny/8830tp7uWJXHH6PrfXuDkjaxz5/eH3yM3g2QOYmi0SxuDCFx5d0LU1NBn6sYSSXUM0JpqamqAuS4Xv2LEDzjvvPFi7dm3yP6oPRlQXIWoPTQTeJ4tAm16ILkiDnwpMJWryarIUuiAthrWO8cdSxJ56Es9y0cIBKh1QSlDL+2GNjVrnOGTM2EwZj+64maykM7uoO6BjywaCGh2EL64mW1ekAcsLbdNzcTdym8lynzE/T11dcCCoLigdRb4I4nXaaGzxjghtwhSVx2fsGIoie8WhRSdlY2sTIRTCF2TocSMuVJPFFa1KybBQ3w8qKpfKVVjILyPJPMonFb3oXPGeabUxsuG2I4Ai+gppSmh4btKJwMaY8nwk1z4EavTMpfKLdbKQZvS+ny2B/75/LZSDkBgE/34u4Y7PPFiTxTZuLZNpnSwt+2qNoeR7zHe4TlTidLNTNsEfJSpuAxMuTQwhjyGzm1pUu8ZpfOoa9iaTNRA2OA1VuUAmSwpf4Jin05BOtdPcNXtTW5YBUxtwZwwC3Lvo/qA8t2QYcNCzkH2yWslJKyKT5dAFHaqfXb9k/Uh6ve7+pDFP6GcKtnh9JCkowERt+NrF5fQ1YQG+lnGVXxrHGmVeA7IlwhLuA8FMGnfAiF4qP4/X0M5Om8YXBwXM8DTxPGitSyXc/drSQqDrNawUJRsmhax44MbYGmIN4orDm6STJdYFXr7A6b9aJkurqeJ7QR6dkJ+7ql5ohC/se5wG5krvOG5zOHOGMl2otkz2Hhuvh3LUBz2KudjHjDLseM5kaSAu5ty5c+HXv/41HHvsseb/iFGgLigMBnKyqFmkzEZxego3HAknzW32vl/LEpj+TkohKbfPTbNFRRJUqv8FawekE2XS3+4GUhOs2fIXNlvc7RugdA62Hw4ZU+41Eaj+R1JWCkFmMky01NRk+al7BC+Qz2tGrPXJMtExpW4qVVDUI67FXIehC7LIHL8uDdqCKqXs5QbpOS7sGcqG2ZoxoCl0hbAzK8DnWV9eUEz1WDgP6Tlx41RmPelceUS4kPqfzBrTM9Loc0nUXTpZbI3gxnIpirHSgJbZRb6uEB5euwd+9eRW+Oyf3CxYsfDrVwpIuHNjKkdgRWvoSgZLXk2W6f/GIsLJ67RuMWOqUCaLvidt3eAa1/y6U6Ebd0xIiXj+XYnSmKDdmPOjiL2oJUrvV/oevH9k8HLaq3RC2rpsJo7GvRQq0TJFbZkR5mayGAV2cNBksfA7kYnBHWSZzQqp89lMVlj4gmeitAyy1kdLi+rbTJYfFKVnbiTgpfAFe5ayJpfuIZ+moUwW1RnKuiqtP5MG3oxYPse8TBY37qdka4BGN+wfrFEp2PJvOJ7wOoy6IGtGXIrxXSfGTG47i+z45PxhcDmkJMwzWSStT5CtRgr2uTJjEvdLP4uj0QW1Oc+ft+rEmUyRdXL4cNDEXngmK0Sxlfu0qz5IdEEeCBTBKRNUcO29CeNk4Qb8d3/3d3DvvfemB6itTRwtVBmk/1HaPaJ60Dje/HfcnGQdFQUoOgN0QVzAPv+358N7rz8Nzjtmhvedl5wwK3g+PEtgOM4FevD4zRYZlUKo/8mN0EhQN+ibmIwO2QJxCEq408/UR8VpSsqiO/gd1kkhYyX9X0ZTZe1BsVQ7STchZ46ORwu6dLL417v3HwrWRNnoGKgOTDES6KHraM6uHx8r35hlA2UO6cjzawrVZEknyy3gdx1Ve44DFXeycPP+5x8vTn6eMdlmiGVGlIOeNd+YpHqk/JwUQMmLmKPDIZ1ax2HgqlLF+1geFay3iEwW1cUk51eGnLuMDPPr5UaTk8lidRXBTFYOXZDGCTd2rNSwiAhTbQHLcPPnJpX5+LrBm5BLp5kfgxepk8GnGc6cDifrM3gfsYKZrD5d+IKMVnJytram4gVHHjYpKJig1c1R9tkRvhCKmZYq2JjsV7yOMyQ6ZANcg2pNlpap0s6PG9WcXqUFNqQwk9bQ2Ox/gT5YnJLORXEIsukz1Vzbc3DHu5Fhz/4uKVivuexYo8bKgXsM2QqcSi/VBaWTx/ew0Djg2Z9QTZZ17NMxR8FjtAGsoER+No5DBkxViqxgpti1vilYk8Wv5dH1e51AlW0fIeyZUCaKzVne+1S+jueg1Ze7rSeUvV5ksoyTw8R0+LrE24Dw4L3e7sWlaXs1WRpdUFyj+bwQFBqrdMGi5bR6etIF7jvf+U7yMyoInnPOOXDw4EE47bTTkkXv1FNPhYGBATj66KNh1apVcOSRR1bz3CcsbKRFj37h5iSpLxSFknQ+jr+5+Jjgd/7jVSfB/z72LFx6wkzvNZ4loLofl4qGP1ulHL4pU2GvlskyHN1QTZaJFGafo0WDceYRtnZhMEf4osZZLENNSXkmS2ZQ/EyWawQXKyogG7rymjeuGsWzhRIOPUBksrSaKEkX80QlROPSQuCFz9wo6yzSydIgHT1y6I0zmtMrLOQkuk5W8Qa/2XhZ1peM7p2tXbBk8wFHclpCRkKlgR+SE+efI7oQiWjIzIQsKpaqcc74Z99F47iYjFZI1IC+i9fv2PfYMYBBjcOmlBbr40XYvf19Lt2OZZw06ey8pteak0W3SBO+4LWxad0VuFLNlOHutxFnrU8WXxbcJuQ1gIkXS/NlTpZTk6Vn8NNzsGunpTNm65bIlKlOFnP+yQjmVEZpkBKN9ITZzVkQqDd3jNA9IAeOG3Fy3eX9kvh9TK/B3hv+LCgQRY4uGXuHTSlN+EJr0o6flfdQ35/899D3hTJZ/DvMM3CcLNchCdH16Pppr6C/SzbHv7/sXHjr1ScnasQf+c0ycxy0I2gOU02e/Q4/U+HdAy6cIdZXTncMZbJk82jb/3PABI555rUQZNN4jS4o1YR3ZtRwDKiF1AV5gA6p5Bv2tCeNkLV5Zeek39ZBjknuAMnXkz5ZOeqETkYxpycm75Ml68/5fZCBP21OpHPG/TwPAlDtv5rJEswlGxQuPWM5Jp2sRx99FJ599llYvHixEcHAOqxPfOITyc+NjY3wghe8AObNm1e9s43IVxdkjUBlJosWAVqcZSarEE6c0wyPfvAFXhNjmSXQOqgbY4PVTNH8o41Ia1Qsa6IMXVBw3iVP2pNwF04YfReP2tDPRKeUogP4Mn6MO1lSRcyPprobqTSsQzACJtmJc6MHj0mGpKR8vuT8o+D2BRvhylPmCClq977ZBoV8Y3HHlIyAabUHeeBRS06T68qojvz6COiM5fVQokiguQ5ZY5LTWJainZ6TxemCff2e3HQIO7O+NFz+mMYBUZLyILOaUqhGyolrtKYgXVDJ7PCIOEJmtfgmjY72lnaASz59X0Idvv2Nl8Gxs6ao1yFrSSRVSpPF5/Ujh7p7jcFbLOi543XjeHHogpSxwkyQsilLSmBDIbog1bKYZsTMCWCZND6u6Ht5fz2u+Eh/N8YIc2p5BkCqivLrxPXKpwuGo+I45Wlc2Oy0O+dlxD35mRn4dPwQXbCjD4Up0rF//OwpZgzIDDE3bOnzHTnqgnSOlMlCZUF+/vLe8GfB10iUGacl2FMXVIUvavOFLxiVj3+nrHvWDHNJl0/UAAcGvXWYi2vwuSazQH4myc4DLZPlK13WJHv80q2tznHw/GgOU1ZJOwfp5NlgQbimi5Qo850s116h68D5SM+mnD5ZCJyTPSVlsiYF+2TJzOLm/Z3WyZI03eyreH2yXpPFWDNcJMoRznBZO+nr9jzMPs73erFu8EwR7jlk61DAlY9tZNXgd/HsPKct4n30hMj6bU0srfUa20IyAKyE+8DEcLKOOeYY+OMf/whf+MIX4G/+5m9MlBMfCv6M0u0/+9nPkrqsiJGtydKEL2iycUWyUhHqp8GzBCZaqihU2cgJp0T5VDvpBHnCF2JhlKIAcgPhkSPt9UKZLPqOviy9LyMr9P2hBpN8Iy0Gku7IDWK8d9TgUz7jj73kbHjvDaeZhn/23Om4bsSb0yxkfYjs7WEN+OKyPTxqySljHb22kFkqCv7Pmy6Df//jSjjvmMOKy2QFKI0EbeP0arLYxo+Xjgu6ZmxL0MY7T6ELcjGN/3dL2qer1EyWPAdrqEFhuiAXkeG0I3Z/ZEZHGrQr9tck0Uf898i6vUEnS0I+E83JImO53MbEbk+WblV0IDHgFePL65NVUPii1qmDdAvkrVPrGCKKhDuf+3SrbT8bGxyit0nhDicDn80dOj4NJWmspO+1a6Nv7LnBKR7RJlCWAO8rrdEOXZBd4+6szdG8aU3JnNdqM+hYybGZkAAJXzhOllCmpbFCgT5S9JR0TP59XJ1vb3u3cc5tgM7fS93zCztIeJ/oXuGfyEmiQB01W9Zqssg45vswnvekrK8Qp/4bKnEeXVAIX1i2Q+acBDNZ7pjnSoTJ55mTJYUpOF0Q6Z5oFOP9wLXRBCvRyWrQ6YJeJkujC1JQODsHfh00vkoRvuAB0ySTlVeTld2jXczJMg6YFL4Q18IdUi+TxcZUXmAkWTc04YvsxyTTpUjA83lBQUT+unT6bZ+qGsfWoeHK19dEgTA7Nt0fPt9SRWQ3cN7Hxj3PLIfpgu79nzB0wS9/+cuwZs0amDx5MhxxxBFOxBd/vuCCC6Cvrw++/vWvJ3TC97znPdU87wkNWQtA4JusHJC0uBL3PU+2tVTwLIGk0iHkRqWln3kkMSR8IZsRexK5gdoIa4y4Thg38q3Kld9jiY6RcKATnrQ76eX5ycVVo0TmQS68DdLJyqELyk3SjZi7HGctkyWzhbQxhKSGQ+CFz0QhwENb9Ub/3C88bib88h3PDR5TildIZzuPLmj7o4QzWURD0ZysT89fmTjL6MQidmcUEjQo5XeQk4WR4bdcdZJ6Lece7dY9pspOljomx599PgNBdUGtXsAU0COF2Gm8K5QphUHb2sMpJ+49kjRCpyllf+GarL1tPbnR60Lw6218qhZ+v1eDJrKD0njRa7Jcg9Kh4bIx5RgiXusJmwXCz9M5SEEeHulHw1QGFbhxj5C0HM1g46JBFACzEWM3Ks/FFvg9o/WA1h1HJZPdgz3dNYYqmNwHkYmTNGpXXdAKxfAxT3MCz83W4rrZruTaFKNNOjE7WrucTJgms4/PpLCEu72PUnwDmwXLDLNakyUyWel9GjBGqEbzzXWyis1kFVAX5PsHXjs+Q6ILyrkq6X/4OtLkXv7fCwwtDO9hSDjD1Ic31SW0QElH5N9p6IKKmEqpGQ68ZhyTvH+eVh4wkI2JHawmi+iLXk1WDvVRBmV54EPLZPHvV8VsWEBUa2ZMv+Mz1lpPyL3ejjV+fpaK6GTpExGsGujhpQWi3Qs9Dhu8GTCv0312e8ZJe6p2YtIFV6xYkci1Yw3WM888o74HF6jly5eb+q2I4e2TxTdJKY9Nk62zTLpgHvhmao3zcOSEnzdtAk70XSw8khcvJXLlRuhnstLj9ksJd3aLqCaFNi/PCKXvSHruyIiwTiEwwhdK9CYPMiJdx4wNbuxIilkIkq5pIldKTZaMTpGhqkVT8yAdYVw4k3PPcbIKwTh6QsLdOIJ1hYUv5OboyxL3o+Xj/G3bgU741oPrk5/fce3JyUZP/bWokDf5jmzOkZPFa1cI8999Fdy7cif849Wu85UqgNWZzdrLNAlhEq2xuDXmGH2O1UhqtTbm+IKL38qW8FBNDQHPmYI28plomSykbeVFrwvBCsq4jWDRIOJUYulkaU4Uz3TkqQuSge9k6J2I84CXoXWkmAtINfPv8ArIRQZaSsDb4JVikCnUIzquLFCX/f+8miwhQpAe357jgTTuAEfPnJxbx6lliqzgkMzg1ibfzUUKnFrLzODT6IJ4aD4Gth2wxnJI8AVPuVjhC3yN07Dw/uGtMXVE2ZzIrckK9BXShC94LWNnxggI1kQFMllG+EIx7qWTNTdzlMjBkU6WpIFiNu2/7lmT/Lynrdvs74WEL+ZNbYIN3R2mETsfA0QplMIXuOYYpkcJmSy65sTJ4vaKphqa1PD1GYcOM1nUaFju5ZK+ydc1KTVvM9h+/bm0d2yWSQ+Ihp4jjht81rSfqO1aQvYSvrXfV2smOqEM5nGbAO+jZMX0K5ksHpCW1+C1xpgodMFvfOMbCV0QM1RtbW1qUTQ2Iv7qV79a6XOMKJYuyFTvJhUUvqi8k4WboapcJyYl30yaDN0iJ5NVIMviOXFiYQrVLnAVHtosiZ4QMkLTpp5uRJn3w+GQDfqKzmQpikLkpOCi29mr0wVDkLUffTnPSPKwrQOjb5Qh0HgjR5CMIRp/pYpeqBLuwhH0JMoVgzhP+IKfNwcvMsfaAzwWOVI8Ki4zWVq2+Kyjpif/NKBBQpuilkmVmxN9j6wvcXvOuRlFgrxXknp1wMlk5ddSYB0OXaul69V51DLNyZIR+GJge+zZ/mvyuklUAa+b1gPVyWIOgyp8QTVZonedZBRodQN2XUKqnfs3LcPOqY507vx6Q6qphi6orRssAOQJ9kjhC+UabBal38isczETvvbSmCHFTRmRpmvl2U4j4a7UZJlr7U+vTe0fp2Rv+R5EtEo8vy37UwN53rRJQQVDfK8j4Z4jfIH7C2eM4N+Tfl6iZjavJivptZWNUW6s2rrZNJsUymTRtUmHR2aybAYoy8QItofmZB05Y5LThqG9kJPV1Qubs3tMQCfPUvzEOpJ9fs60JtiQCaagg8qdLBoXFFCh60gcslq/rUIx4EJcak0WC1ZRKw7MOOJ3F1IXxPPEZ8PvlakdpkxRASfJMGMU1kzyXubEaNlr/n6z32qBF0HnC9kzfLzzY/lOUOaEebWeg+a76R6oCrhmXXKDP7KJ+lhDSZwxpAR+6lOfSmTaUfyC6rGSbvb9/aZBccTICF/05tRkUVF/RxXogpzWoglfcNpMet520mh9SDwJd/EemSUJRXRpstNxvNoFx4lx3xN0spixotVeqM2Iy81ksYWRR2ytclRxm4usyVL7ZAnqkozwGV59kQp89IyI0phkAHr6jQGS14g4BCleQRHChiBdkKmgKbKy6fVI48R3InmUGB0bS/dK5aTNd2TXREXgpWaLc+l8yjyRThZdv6PiyYUvnFobhRpXUwP9SBPBCC7PZMl6AynlzF7Pa0aMvfrQweKZsPLogkS1out1nQSpONk3oGdJ5DPKa0ZM48KRcGeMAi0LVFsgk0UxnpBqqqTbGUEcSTsKRKTT77PjvmBwSjG8mxQJd62pdupkgZFvz2uObUSP6niTXD2Dy48vGQz8XvB5LY1aXIOQJk9ZiFAmSwviacEN+xxSB87Uv7DMAaLZZLJ8w5I/K/yevh4rSc6vB9ctK3xhP0/7OM4ppC7LTEpXmZksXs9LDZt5Jmt7a2fSB+oFZ8wz9awkWIRO1pb9WWEem1PkbEqnjM4ZnThiavzTHYvgJ299DrtOKeFunz2VPvDscjHg+7Um4c4da3qeVlxID6jS+1AoCBU2sRk9QQYDObPG0AGVOkocA6rwBXfSlMBK+n5ybP2gZkHmj3DCCtk70lawLXNceww/L3ue8uMbNWnRFkKrFR1LKMnSRmn2V73qVdU7m4iiEJrofPGXBgMV9dOiRYtGJcCb5RoJ95zmfpb2wnu98Otwr1MKWxjlooaQseAuGnJRsZky+51yAsuoiUMNyj4vI8LBmixyskpUF3SjW2kOHxccuYGWnMkyC7vvZNq6N3fzMTK8RdMF3UwWOSC0sUpqXzGQEV0T2S5C+EJ2kZfnmZfJ4j1o0JAYZEYIf0YNMpOlUOXywM9Xzs9inCyNlmQpYjVO9lrLZFPWAO/rQZZg8jJZwqDjjrcn4c7uwclzm50sVrl0wd7AvJJ0OzqPEAVT3udcdcHecKYqofEq0VbuZBhDhgefTEQa3OBRtq5J+qdHo84Olddk3XFSvExWtm4LBgC/Bk4XJOVAauSbHsOui60ikyX72nnUIubEBDO47Piy/5T7/T5dkF7Dsc6dLC5Wo0lWazVZbibLPksMuGAQDR0QXNvIQMb/KAhmDEuFDojXl46pfmee8VohrSaLAj9I6UucLKW21KnJEpQ9a1jrxjlierau0BzG73z+5+9Pjv2t111sjjG7uTF5DTPckk6O30tBRulkmRYUjXVwwpxmWL+7HR5dvw8eWL0brjltrngW1mGWKDWTxWvkpAOU3hP7upTCtw6Y3DcyJ2tq5mQ5dMFsbciChDyDbZSUmbPPKarac+I041BNllW9zPu8ay+ZDLnHanGDO9KeM05YKOjdb49vRcJ86ixdg+zfp9X5jyWUfNb//u//Dscee2zSI+vyyy+H6667Dl784hfDq1/9anjzm98Mn/zkJ2H//v3VOVvspr1sGVx66aUwc+ZMuPXWW4vq5fKLX/wCjj/+eDjqqKPgxz/+MYx1aMYU/x1f1wwGlM+mxbeSdEEu792bt2iJyAj+XTMeyaigySodAD8y5B5fLky2H82gmimTfSiSY+dkEmjRtDVTfqSSXyfda87BzoNWW2EVd7AAvDy6oKzt4NcsaTG24au+SRcCl/DlThU5+eVEpeTGIQ36XLpgoAhfXg9XzNLkidGxIUdhZrPNYvHvKD+TFXaC5BgvtrEqj4hTP61QkIU+j4Xeg1ATdLIkbYhnkGT9AX8GstFp2eqC1CeLRHOyr+eODs35PNl6mdFXhS+y+67XNtifbcRYN2Y0B0j2ueI9svKDU76xln6P4ugxJ6VQJkvSgvh78bMHhIR6eg7WIKJMFqnQan3Kgk6WCb6EM1kaXVBrBiwp67RObtzTbrINqpOlNGXW1QXd9ZmOj2PEBDEb6kzGmzcpN9/FjGOth5+TgVadrHTuz8uyctLJskwCl2ZH+7/GlpCYPsl1snAdoM8v2mRtPMymIXZndVgcOJbJyZLnyCl233vDpYnsP+Ku5TvU+5CcL5P9J5RqfPMaao0uaNTxmJNlArpKJoYHnkjww1EXNPaK66hxdUGHVeIEdH1bgNMFNSeNn6f2uy9E5n6HDP54z0BI3HOac175RoMIqtO6JTNVwT5ZJTSdHk0omTPW3d0N//zP/5w4VocOHfL+oUOzadOmpGlxpYHfjd970003wU9+8hN497vfDbfffju88Y1vzHXK/uEf/gG+9rWvJU7hK17xCrjooovg9NNPh7EKOcgJ3LnQqGS8/kEzKMoFr5UptGg554l0C6WeifaakPCF3CDkwieFI2h9ImNG1nwVk8ni52nT30XWZDFnCDfXWmbAFp3JYsYEOQKl0gUth1qJqlNUXESvjLFsZHiLy2SZzYkJXyConqysmixhbPjCF2Eni54nbRi0wMvMlUaH5PMGnSz6DEZwOaSEe6mUXH6+fMxoGyPe327Re0RTHeVBD+5YaU5Wcn+7tcaiunFE4MafzC4eM3MyXH/mvCQqTgYIx1DUBW2toxgPAVqkRgfk4iRaYIrmOPVx0rIoISeBPzMzp3nvM48G7ToRcp3nSpH8WHLd0zNZ/toslfVkE3d+PRhYoDXBqUM0dMoBOCTpggqVr0cE2KST5a27zCDWhC/0TJYbeae5RBlpyrTJ52Go0mzOWKNQC1xQpozWNjsvqF5Q3mfzXYw+qokK8UAer4sjUKaE1E2pj5nMvIYzWdn3K+vwUYdNgm2tXfCi844MKoQSQ4FTprdn6o3O++prjbpuyMnC54OZrNddcXzSwoOvP0a4hz1zdBj5ulGq8c33UhlMTF+39gadMzmrwZosRhfkLQkQtq2Na8/gMLN7vZ5J0/ZqTQJeOp6S1eHUXxdYN4zqqQy+yL6gsrSgPhT0Hkg/h3RBdp14fDympCnzgLLz/WWUGIwGFGUF9Pb2JnVY9ADmzJkDZ56p93855ZRT4F3veldlzzLDnXfeCa2trUmvrilTpsCnP/1peOc735nrZKGz9/znPx/e8pa3JL/juf3whz9MMnJjFaGJzp0LLbrD+/eUqsiTB/5dRAHQaTNuJgkXFm0DMup/NXr6WpccVWqyApEZzRiRm7u8f7QZaSpd6jWw6DU3aPE9hRJQecWwjoR7qZks06zZj3jTIk/3XmYkeL+csuiC2XeRuqVsRFwMGgv2yaoJ12SxrAA+g5d97eHk2rgEe3JspQ8Y70GDP9dlBdfc2Ey/v7C6YB6acumC4Dwf+g4cI1SYLjMfyfWwDcx1svyln+4R1TqEHE/5umMciuwi7hffecOlyc9f/UuqPMZRqvAFPjuaZmRAmkyWEuApKZOlOGFk3LXnFJAjTK2hsu6FMln0VpPJkipkct0UGXppDOVRi/IyWek55GeyqPk2BnZ4lpWOgb3PBrLgEQUftEa9NJbkOVhKp68uSNemN471x7wUC5BZYR4ccfsmDXi0Ta0HorxPU7IMMToNFLzhc19TNnUUCkUAyAly1dXaurik9m8geabkiHARDzxvK0Dj1iHSXmFqspS6XMLv//lK2LSvAy46bqZ3vwl7s6wVOh/khO1odeux6B6aTBZrRO+2k0lf15oea0JaOAZ50qz8TJalCzpiKmyvl8wfeubESsHxgw4frcdU76dlsug50ulyumBIEVQXvuA1Xdm6EihvkMfUaq540JufH61LnjCFlwG3Y5UfR75ej/YebyCeOFk+XbB+nNEFi3KyPve5z8HHPvYxaG5uTrJJ6HChgzN37lw44YQT4OKLL4ZbbrklcbzOPvts+O1vf1uVk33qqafgiiuuSBwsxHnnnZdIyxf6zAtf+ELz+2WXXQaf+MQngu/H68N/BJSsJ0cT/40kzPcPWoUgfk40IQcH+pOeZRL722ykqWagH3qLFDEoiEH7XYc603AmziU6t5qazIjoSe9hV9YTBefMQCZLmwhKZO+3Ebv0bzVZFQz+HX+n12uz12HAvR9mw02usRf6+/usg5T8TvfJfmfNoHsv+Pmn35VFbHt6oStzFOogPZ72PDj/vL7GHruruwfqCky7HmrYy565KRDv6TURwPqa7PtzgK/T0kTn15OdG95XO6bIcUnvmXGGsvtQl11DV29fUfOgo7vH0ASTIA0Z8OzZlzqf6rJxROdANTi1Nel11WavE2qxhi37Cj6GNuw6CEu3tia/X3yc26+qu9uf5weyJqaIfWwOzZxS77yX9g/acCdl114seJ0abvrOZymqh3WPvb2w92CnKVSnuU4f72ZrVXevfa3JOb5/bjTGDnW6tJ997d3wl5Xb4fITZiUG18EO9/X27h72fWJuMmjJS5xLpdwjPq+yBAL09adjtr0rG3Ps3nFKLI1FDu4Ha/OJ/C6igdXy9zCjuS1b95IePLSmZK/hM8B1Q477wWzO0by0558eg04dP5+sm9kx8O/4++BAn3WQcD4o50jHwPtMn8eAOr4+kK2LiM7uHuPE8GeHPyfXlxmNWIforIvZ8Ul5EK8f95/eAaxPIhqkfcbtXd3GYOLXaGhPYtzY87drEp1/cj8zJwhfp791mjUmvY+StTGt0R0H1Hw13Z/qbANXGKBlMW3dQfsTm1PJ8RvsvOnpTQfUZD5/s4P0Zmtr8jNbg40SHJtHxuEa7Ac6/Z2tnXDFbffClSfPNqITuAYRcF42ZPfcZF7rsiA5jeNsfTOS92wPJExvqoVzj5yaOy+pQW/idGcZGmx1IZE4kdk5oew8PybtBXSOk7LjIBVS2gL4LOhv/Hni48dx3DtQfDbLrJM9aEuk96GGHb+GAo29fWZO4tqZzDkxZ3Ct+Z8FG5LjnDh7CpwyZ4p3DbQG23lr5z2NpRpnXWGv94X36r6+fvt5VD1m91YGHGsHfVuH9hLKtNFYoKC1Z69l50/JX3qd9nr8Tm5v0LzvZmsfv39kC3XLa8zsqaTvKp4fmwt0iSNti5dyDkU5WW9729vg9a9/PdTX18NnP/vZpLYJaXu7d+9OemY9+eSTcMMNN8BZZ52VSL2HslxDBTo8J554ovk9lYusS2rAsEarmM9Mnz4dtm3bFvyO2267DT7+8Y97f7/rrruMczfSeOyRBcmjw0E6f/785G+4Rw0Mpo/z/r/cC1MbAC6eUwvbOmoSGkdbXw3c9/BjyXKFxgRmBSuFdA6k371lx+5kuqxauRzm71uW/O1QK248NfD4E4uge/0gbGpL39/b3QUPP/zX5OfOrm5zLVu34TSthWdWrID5+5fDpo3p72vWroP5vWtg+4709+XLlkLzzqdhc3a89s7O5BgdHen3PbLgYdjcDNDWa8/vj3+cDwcOpq8vfOJxOLg6XVCX7sOVw1pcWzZvgvnzN5jfuzrTzzy84BFYtzf9/g3r18H8+Wtgw6H0+Afb2s01pMmP9DsfvO9e8/Odf74L2L6o4qkd6bns2b3THK8ru6aHFjwKrW34/TWw8LEFsCO9xbkgQ2TPvv3J8baY+2uf0bot6Xdu2vQszJ+/EZZlv+/YvhXmz98MzxzIzmlfqzmnPCzcmb7/wN7dyfvb29Lzf2Yt3tNaaD90sKjjcGx6lsbBepjfvxb2ZeNq8ROPw6HVACt3uc/wnrv+bIy0ldn5bN2+A/54D87/9CFs2Im1BXZDemzhIuje4Dpry9an34t4auWazF2rhT3bNsP8+ZvM+/buSd9HtvfGtatgfrveU1BD6377PTu2ps+BsCq7/wcOpvdtXRL7qYe6AbsG7M/G5ZOLl0DdlsXJ35ZkY2nvrp2wqXOHuT87trjHR/R0p/dzybKVzn28f/We5N91Rw7AS08YgIXiPj/6+ELoWpde9K496TGWLlkMg8+693HtdvdziC3btsP8+VuLvkd8Xm1ah5mxOti8JR2jNA/7urvsPGxPzwdxYN8eb8xtbbfHW/NMut5wHDyQ3lOKxq5ead+T2mLpZx9d+GRyLp3tbeY7du9MP7t02TLYsx7fXA9dHR3m9RXZs9m2Pb0HS/amv7e3pnNsX/Y8Fy9eAg1bF5sxQN+xJ7Fz66Gntzf5fXH2XPbuSeccHxN4DNwL8Octz26E+fPXQ8poSs9//p1/gv3ZfFq08Ak4tCa93o3ZPSXU9dl7mzzvbC1etS6d1+gk0es7t6evLVu+AuYfSO/Zlux+D/Sl4/bgAft8knuy7GmYvOMp83t3tu4+9PAC2JytW3xv6cie7yOPPg4HVqXnvDK7T13ZfWrLniHhsb/e5zjXNYPpMe659y8wqwnMfXjyiceyM6uHQ+12bV8i1ueOg+nxH3l8UWbA10F3xyHzflp7tm3fYf62dkP6mY3r10NnO75eAw8/8jjsfybN1PYN0N7xF9i+JX3vjx/bCB19NfCbp7bD6YfhplsLG1Yth4aaWugdrIE777onOf9knGZr1rMb1sP8+Wth0+b0HNasT59966H0Gp94/FHYV8QS9Zx5tbDmYA2cftggPLyzFtZu2ZmaxX09sHPb5uS71m7d4zxLxNZnN8KCXuwxWJ84frj/kpG+IVvPN29Ym+yjK/an57h99z5zn5y9am/6zPuydSp9MqXbMp3ZXrrgkUehqzfdSx9+4H5Ynt27zdl5rVqzFvYka1gdtO5P1w45Z9BB/POq9P3nTT0Ey5csTF7fxfbJ9ZvS19evWQXzO56BpbvT69y5axc807krm5N2PaZ1YPfefdB1cNDbq1ew8TSQxAprYfOzrr3Sltk4hEcXPASbMvP16ez7d+1O14kD2XhfmM377i6acw/Dlmlg9n5ad2jOLXjkMdi7chCWZ8+toy0d8wez4z3xRLov0BqC9t5df/6zZwtt2UrzOl1b03579UlQAsdLb3/6/gfu+wtMz5LQd999N4w0OjrcdgVDcrJmz55tfm5sbIRp06YlNU3478orr0z+/uUvfxk+/OEPJ6IUSMdraWkp99zDJ1tfD01NLr1n0qRJycWGnCz5GXp/CB/84Afhfe97n+OkodDHjTfemDhoI+054+C6+qor4VNLHoWaunpoabkpfQ09nUfvSX6++cYbkhqIliwlfeOXHoa2vR1w6tnnAaxeDpMaG8znKgH8jvc9lg76SVMPw5sGF55/HrRcdHTytx9tfwI2HNoPF1x4IbzwnCNg8bMHAJY+Ds1TpsDzr7kIPvPUw1DXYM/pj61LAPbugnPPPQdaLjsWlv15Ndy/fSOccOKJ0HLz6fDTnQsBWvfBRRdcAC3nHwnP7DgEn1/6CDQ0NkFLy7XwyaX3A/T2wDVXXQWnHzEtEQj48ML7kmPfdPPN8OW1j6D1Bc+54nK4/MRZyd+nrN4N31mVGqaI004+CVpuOs38/rV1C2BnZxtcevnlsOPpHQA7t8JZZ5wGLdecBE9vaYX/WvYYNE2aDC0tV1s6xRMPJD+/pOVm+MDj6bN5wfXXezQzib2PPguw4Rk4+sgjoaXl/ORvX9/wCOzoPAQXX3Ip/HD90xiGguuvvQZOmttccMys+Fn63dOmHwYtLVfAr/c+CbB/D1x4/rnQcvExyWubH9wAf9y8Bo465hhoaTkH1ty7FmDzejj5hOOhpeVMmLtxP3x95RPQNLkZWlrSOZ+H3Y9sAli/Co47Or2G721+DLa0t8K8I49G6wvmzp4JLS2XQSlY95d1cM/WdXD0ccdBS8tZ8JkVDwJ0dcFVVz4XLjx2BvQ9tR1+vG6piaq96Ba7BvUs2QY/Wb8MZs2ZCyedcwzAstSQO9SHC7x1Bs6/4EJoOfcI53vv+tnTADvTYuxZRxyTZny2b4XzzjwNWq61TYXnty6BZftx00xxyYV2DhQDHPcrD6SfP+u0k6Hl+lPNa7PW74P/XrkQmpunQkvL8+DelbsAli+Bo+akzxSBz/WZ1j1w1jnnQcvF6ffuXLAJYMMqOOboo+DCE2bCbzehAwVw9umnQMsLTnG+/8trH4Y9Xe1wzAknA2xyHTDEX7bXwjf/6WbY//hmgHXpcRDnnJfOQ8TX1y8AaG+D51xxKVx1yhzn820Lt8AvN7rMg9lz50FLy0VF36OkCfQT9yc/n3/u2fC7Z5+Bw49Ix9hjG/YBLFsIM6an9whx+5bHYHN7mrU8+sgjoKXlAud4qDj32acfSn6++ILzoeXCo5zXf7X3SVjdisZjCj5nELc+cXfigJ1+1rkAa1fA7Jn2edzV9jQs2bcDTj/zLDjj8GkAyxfCYezcDj6xBX6+YQXMm3c4tLRcmIxfWL0UDp87G1paLoHf7HsSVh7YA2efm37n1DV7AFY+CTNnTIeWluckctmfXPxXqKmtS9ZOPB6sWwFHHWGv87f7FsPKA7uTY9RuPwSwfTOcceop0HL9KQl17P9m69L1N9wIX1/3KFqg8LznXAGXnpDup8u3HYQvLnvUXO/xR6TnZsZEx1J4cu/2dF5v3+7sLQ//Zjk8vnsrnHzq6WaeLETBhKefgJnT0nXkxzuegHWHrIjCpRdfBDeffbj5/StrH4ZdXe1w2eVXwJMPbkCvES658HxouSB9Tt999lHY0n4QLrzkErju9FSRbtKq3QArF5tnwecVrgsve9ELDdUS8cFF90JvTz9cfc21cNysKXDb8gcwpQ3XXHklDMIgfFGs7cnatmEVHHvUUdDScl4yRtYe3ANnnHNemjldvQyOmjcHWlouTt7f+eRW+Mn65TB7jh3rj/9+JcCOzXD6aafAzjV7k7XxwosuhhecOS+l9GV7+QtvugHW3bce/rpzEwzUoPGaUc+mzQBoPQhXXn4x/GHrcjjQ2QtXPO9qIy7zwK+WAezcBueceTq0XH0ibH1oA9y5ZQ0cfuTR0NJyLnzumb9i5BCufO5z4UKRzddAtsQ3H9wAD+9cC4ONuO90JM/x7NOOgAe2r4e2ASwpcRk0Z552CrzoecfDRxfdl4jpXH/TzSYT9Zu9iwD27oULzjkLWi4/PtljvvXME1A/ye4xv9yzKHnmF15wHrRcmK5p39z4COzsTCx3aCrDlqG99KJLLoWBFRgcAbjpxusNjfSpO1fBgzs2wQknnpSKuKx/Bo7P9jHMcv7fxzFoCvCCG25M5Ovx+cO+PXD5hefBWUdOg6+seBSgYRK0tFxj94/dO+BcvM7nHA+9T22HO9YuhVlz5sBJRx8GsGUDnHTiCdDSckby/saVu+D7q5fAYTNmwCy0FfbthgvOOxdaLknXnfZFW+Bn61fAnHnz4ER83ls3wiknnQgtL7Q6A3dkNhfh+udfa4RFYOkO+OHap2HGLJzLl8KX1jyc2EPPzeyh/1z1V9jX3QmXX/EcuPj4mdC8Op1PM2ek8wnv//aOQ3DxpZfC1afOgfoVOwGeecrs6T/c9jhsbDsAF1x4Edx09uGpSMqyJ2D61GZ4Ucvz4P2ZrXjdC65PRFN+v39xco3n4zp36TGJ7fRvTz6Q0I9vuOlmZy6gU4Y2MCZ1qIRppEAst0IoqTL7vvvug5tvvjlxNl7ykpfA7373u+TvCxcuTJyTXbt2wfe+9z34wAc+kLwPe2lVErNmzUqELDhQbAMdv7zPYMat2PejQyYdOQQ+0JF+qITJTen5Iy2OzqkvS7EiJjU1QgNTEiM+dnvGicZFrtLXgvSPVCI+41k32ftl+NS1denfarMGtcg3b2wwGXJ6PymbNTXUp/c945XjpMPfs1rYZEPH380xBtNjEMe3iV5nj7OuvsFwjenz9DPHpMb0u83n6Bpq6oDYiHR+8vuTn2v6rHT2JHsCNbXucTUM1mQ1RvXZ/WK8eHyNqCJTpzQV9Rwpm9NP98ecv73+xmyMDA7SPa5x7kPzpEbTq6WY76TPT6ZnkD3DLipkrrPXViyasnoDvPy6unqjZnX0rKnJsSY32ePh9/Hj0zPCWMTedpvml2qDgzXp9XMcYkXMWNBMz2L6lEbnvY1sziEOK/L5EGY123EydZJ+bHzy+Pe23vS8Z7DvMPUsNbXeXMLnOy17hohpk93j88/TM9KAnxnIni2hP5uXiB6qQ2zyj8+fj/lsNt6KRo2tjaJ7gtfIxyx/9lQTmHy/mNOIw5ptTcsktmaFxDD4mmEoaVhAnzFacE2T614Nzmdq5MnGvZlz2flTTRP+PVn3sjpInPP4O0rm8GM0NRJdMJuTmeOAdWTmHNi6QY+V7kNtnX3OtXV1CWVO3gea94RZU90x3SDGDM4Ne+/rvfHRmb0Pg4D4N7wWDr5vpNdq113qE8XHFn0/3hs55mn9bGbj7rDJjd7+bwSW6tL7Qt/TPLnRUJXMPc6+i99nqklC9j0tJ9iwWe4tNHfTn7NnXV/vrO34endGA02udVJTsgbL2se9KT0DZjZPSuqF0MnqG7T3gCoB6H5Oyc4Bxyn+bsRjlHmah+lTmmywI9sfpmbqppqIDX7/tCl2jvWzc+zOxgKOMfzbYdn6h7Vaxq4Z8OcdFxXh461koS5WIUDnkLxOa0ZNjbmPtI9hQIPPmWS8mOtogBnZeoI1WfYaBp1jmHVrsMbs9bj22nUhW+sH7XgiWyY5v3q77smxTuDrXvLd7Prs99N67tpDRpU5mw+DiXOfzsV0XcrWNWzGjfZENh9o3TUiHtnrg+zzTU2NpgaSjm+vMf19MrPX+lgGegpeQ0Y9HQ32eLHfX7QXNDAwkKj6XXvttYk636JFi5K/f/SjH4WXvvSlsHXr1qROC39+5JFHKu5gITBLhscmbNiwIamfQkeq2M8sXrw46fc1lsEVlwj8Z9lgkCJHtAhWUvRCcoCpUamjZsMUrtL/bRG47IHlvF5Q+MJ9nf5On6cCTy5vmvSeIAl3Rb3PXo/7O5ehl8IXXCaZIIs1ee+LQjANChWVMDyu6b9VX566oFTHymtGbCTcS1QX9HqZkfCFIhBQjoT7rkPdyf/47A/PxCv4M5NjnPfJ2nlIkxq2x5YguWSaQ1TU3CzEI2QbAKkQWAikEqh9VrYxoHOYynhPeT2DilIXNDL7+TL9XLJdjglNnCBPvc/UAxQJXggv1w6jbMgELLiQgnZOzewZau1AZKNTv1lurVMr5q57VvBAK3CXEu5egXlINVX2s/EEfWpV4QgpOsGHa3KOprVDeB75Yi85fcRoPLLxQoINmAHg12CPV1uS3LbWtoD3hpMCQYdN9uPKcn/igjq6hLur+GYk3LHZuhFz8NUFuTgHb1PC1Xnl/Uqc9ux1rnO1Nat/mjapQZVIl+JI1G6C6qZsMLS0NYocSnqOWJPVnKOimgR0mew6P0cpOkHH0YQvuOgBV9UtRwyBnkc7C56pYiqoLpjdJ/pOPl5pHFi13zqzXlDvOU0YQmtGzAUh3NYPmkhVvqAOvwaC+vlAfz3ZJF22hvD6ZBn1xNqiJOLrQxLv2fG5bcBrcOXaMFZQ9Fmj04RUOwJle97whjfA6tWr4TWveQ1s3JhSTKZO9fuhVAJXX311kqL7/ve/n/yOTt3111+f1GUdOHAA+jMRBY5XvvKVidz70qVLoa2tLaE1orM4lsGbYJLRxTeBUFNWWhir4mRlx8SGhMl3KE4WTUruZJmGmo68resESZUtOSmleiD9b5w04WSRDcr/LgtF5T00ijz9vuKPlUT1jU3ZoE8qQhavLkiOMstYFq0u6N43KUHPv0vKtkp59KL7ZBl1KzIYs/ER6IdTDOh+4+a89UBK+T1i+iRzbP4MZbE775O1U5EaJqOPG0IELvOOiz6pYklpY+k4amp1eeAGrHSCZBsDTWGS9ywiWAlg0Yy4IUeuPMfJwvVGNhzVpKe156u1jZBNPQuBqxeadZB6u/UXkHBXvp8bbNqzJ0Uw7XiuaqbWR8vOKerBpPXJoq+1DmSN+jylCpdvDPmOnO2pyJoRM+VHPu9tU1H7eblX8EbE/Pi2jxhfU62TGXKyvJ5HnhNrz694CXd3fePPmOTG9e8AT+VR7z0n1AuZk7Mv6yVG18eP7wRFmSMope5pHOPH8P7m7df4PbQGrNpxEF759QXw4Ord3r06/5gZhv6J18d7VJUCHtQhdcG8Y1BGRXMEpdNM6ymur3ZOu4EH+k7zc4lrLH8epIScnIMSHEnUBbOxQOcv5wzfH/A5aO1cvNYJ2XuKUxf01w3eVmCgSAn3UGsJ/r9US5bBH/q7bC0h193Q5+ulkyaCvnTf+T7K96K8nm6jGSWNUKxvIqDDgnVKKHoxefJkOPnkk2HlSsvTrwbw+1GSHWXYUUYeVQw/85nPJK9hTRY6UhLnn38+vOc974FLLrkkyWChQ/ZP//RPMJbBNzKSnOYReDkWaXJTb41K9siy55R9B2WycqKNvN+L1ofESLjX+s33tC7mctLKPlO8T5/Ts0ZxYuz16JEhXDDkJq5FO0MN+oppRkwGGV9s6HxIxascCXe7KPoLs8y0ycaftFkWm8mixZHOkZTzjDJiOZmsbHNFXjzWoyCOnjmZvR6OwHNjbOch38miDV4z+kltLDn/3gETaZVRYDmGtMxNHlC5jSBlp2U21/RvYWOAMmnOBs/GKo+u50m4G0dYWSeQoimboONYeXZvB7znJ4uTDGNojdGcTi1zmAc+92TgQpdwDzsMCF6boz37UMCKICP0fN3g/WzyjKnBQPY4b930gkestUSxfbL4e52ePDyTJa6fGtTa49cG+4SZoIjTRJcysA1qBF7eX1eC3h+X9P18HMn1mQcU+BzzAxgDzn3EMSyDG8nxhVQ+dyDW705UmOCE2c25LVf4MXiWnV+LbASvAZ8HrRUf+e3ypP7l9d973AvCYD3OzClIbRtIaohNexFBcS4Eem6EJJOl9NEi0LnTOZJKpzveaxwJ9+R92fkbh1b0ySLIhvDFwPQSY2OWrwNctp+yv24wy32etD8gs0T2nkuuU4xHrc8Vn8taporPSd6yRste8+8ihOY8vw7Zl9S8LtYF+iq57tKzDjdRr3WuVa5rNA94Jp33z+PPaCyhpBnW05N1G8RJM3kyvOlNb4If/ehH8P/+3/+Da665JlEarDawFmzdunUJXRHl3EmUQ6N6ED71qU8lDYmR0ojnmVeTNRbAJxwOYFybeBRTDkba+KpJF6TvoMeQl57mDfi0DUg26ON9K9L/3fSzNUCzzws6IN/IU+WmIvpkyc2eOXoeXVBpDi37BWn9VkLQm4q62Ug8X2mghGBkks2i52eyjMEqoqn0XHnDTJxrhRY8kjEno4bOnzZZ6ZAUA4qi47HJycJmtwRu4DV7VD4bLaZgAwe9XzP6OWUBf6a1hhsF6XeITFaJ84xH2aUTJOmcpn+LsvnzXl+WVljv0gUVmhCNVXKyMGq9TzjVOw92eZksvCdXf+4+9VgcRx5mn1W5maxeqv1Jxr/sM+VnOpysVoHnob3eWCRd0NJg/eBSXyCwIzNRki7oZfBFxNdd1yz1yAmeMCqzlmXE9/bk9OSR1ztd0O3oHDrUTB5lsriT1etkejw6pkfTrs3PZAmqn0YX5HOEU3LlNeAhOBUWr10GNzS6OjkQaBCu353IJzqCRHRPQtkwSxcU9Kvs73njFmu/tKz0/qxmiu4VrtcXHjcT/vLMLrhnJSoD6sGcQpC9//DzuZks4WTxtVTuMeiw4e3G24TrFq5ZMrubvs9+n2wIXwzouYWCSYam2z8InRk7imfMzJzJnhd3aGXvOTyUdCYtzVlvRsydELVPFhuv9vPuNeYxc0KZLGlPSToh3Rdp73gZeBEU7w/Ya3Rc2XCZ966jTOJYpQoiij5zVCm7/PLLnd9f/epXJ9mkP/7xj7Bp06akZxXWblUbRxxxRNKXi6seFgLKy6MiyVh3sOQEkg1mtQyBoQua3hnVyGSFDUw5KY0TUcNT59ZRtq+7k1YaGzQpJR1DRoecmqykmanmZOVv9nxhkB3QZWSHb5TGyRKOYh60pqImk5U9Q06ZKL4mS94/P3onM1n0vfx5FpPNOpDRZogCR8aUqd0oI/VPx9rX3gMb9qTGzLEzp6jPEI0PDreZ80DQgeP1ENr1oiFl6ILCEZKOY6lUlhlF1GTR6dmNvVY1DjR6FjeopiiGmc1kZZ9RhCqwjkHWZK3Lovcc2qZ40pzmoNNULExUmGUZTIbWGOF6HVYos/h/bjwNrjxlDrSce2TB65COsxYVl6+hkSEbpLuvS+OajBlprGTOA0Wc2bHQIFIbHtPai+IcOZmsZF0TtUbyvXomK7t+yuSxzCFdR58yHrG/mzbO8zJZ1sny6xC1TBZdBx/3Myb7+z9nQvC5jt8jDU46F37tZPTj2rxpb0pjPnnuVJWyac/R3mtZuyaN1tB+jZkpPLbGaFizK52T/LXnnzEv+f93S7aZ45cacJWBJd6MmHDGEdPMz/SstIbEcjyiI0jHon1OBjQR87KGvwhUpysVJuCX9ZjKG3O83sp/PT1/EqJK6IJOs133eZpayOzr0N6RjYD5z7z+m89JHnDTnLS8mvLkvV6myl2bZGChkJNEcyYUHOoV9gZdiyx10Zg1tK6OVaogorYUJY17702lKxFI2SOccsopiaOFThbWbnE1v4jKg2+itljWN8zlQkdRxOoIX4QnuUwfWx6xjRTyyUavG7qgmPQUqbdODhkj7sJl098gIr6DnvNViNPMhQfoOhqLyWTRwqNwtcvKZGWbj1QPygNdiVn0iqjJspm4Os+wKcbJ2t/R60SOyTDUIv7FgjZUPPZTmw8kP5+LErgZ+PVMk1kmFtHndQGEw6dPCmYaefQVP2uELzy6YM3Q6IJTcuiCou7POFnc4GRCC37moEEIX9QXrMmaOsk/f2woKjNZlLXk0NYY7hQQeNatGHAqmFcboNIFuZOlj7l3XXcq/Ogtl6vPy8tkCTW8hhxBFzunfApz8jMLMCXXFspk9efTemRUW6sLSzJZQmjAPccBGzVn5+jRBQXdzmQFsut3smSsDlIbjwiZBQmtuyG6o61n8uudbIbEfsfcTCSHg1PW+djmbAGtxobGC13D2l1tyT3G8ztqxuTcbBsXAzC1a4JFUCiTdUSWGc7LRnGK7o1npdL427OaVG0NKATpUOE+JB3lc9iaTN9vxEGcTJb7nLgTR2uspNAijkRZdUWRtViYYJJSP85fx/Gg1b5KGi8PeHE7wluXjPAFy1Qp64KhqPYzJywQnNFe1wIlDh0ymMlyz4+GvKQhe/aYZO14Ttqgc3zfCfMTBLLWsxo263Ch6DN/5zvfmfyPRuzmzZvhQx/6EJx66qnQ1dWVCFBgvdS8efPgl7/8JTz/+c9XRSgiKgOcMNZozJwsJSISqsniiluVQrkcYBmN5f/TZLfRxPR9UgWLLzDcwLQ1WWn6mY5tnbhwJkvSWDg3nzZBWsi0aKdX7Kps1iHk0X7oGZaSJakNqAtqFIRQfQt/rzSyNZDhTdknS9Hw1SeLxczmBpPJokjtBazHC6+/8UQpGF2QO02U5SFDSdYb8UglnT85IfI7OJe8HLogF76Qz5fz+Pnmww0sTXX0IMtk8foLnnEwf8ueCWXqpKOKwGs3m2L2fQcVJ0tGvAm3ZNmii7LnpolN5IEbXTSE6J4YwQKnLqiwk5UHqiU0vwei3rYmS6eyaTVZZPjQumHvq7uumXmbV5MVzGQVp86HMtS0NHEDDc+R30+ZyaIIOs0p7d7zOUUZiqmlZrJQuEOI6fDz5+u+WZ+z1/h38KCM/A78GP8OTeQAIWmLdHysdUKcc9T0wDPgdEHrEHNBn/R+uc5yyMAkZyNPZZYHYTCQxOdlqaIXGkNAq8k67xjmZIl7xJ0saZw74heZA6TRBTntuBy6oKS45mWysAY3KDCU1V1xR4wHPqQTodkCehbHBo9MQNkZT/6clwEsvm6FWDmeuiAFrY29IJwk6STS58V4lXtVr3CiQuqCPEEgadgTgi74v//7v8n/nZ2dcOaZZyY/9/X1JZmrtWvXwhvf+Ea444474C1veQt88pOfTAQmIqoHbjQm/yuT0XOyqkkXlJLZWpZE0F5w0jkcZqqpEg4jj7Zq6We+wHAHwCkmpejMgE/34McKGVdcuEIu/PQaXt5AIHpVipOl14y5z7BY0QsEHcbSLV1jjn9XiC6IBgdtmMUoDO43dEG3Z5CVevbHaSFI+Wisx5oztUnNMuTTBd3zn4u9f0Q0mYDv1+ShEc0eXXBomazDWJZAJnikgiZdA89o8mydTxdsgEmNzHjO+qto50+OsOYoYfSXxgbdY3LkeEYuND4/+zfnwTdeexF84OYzgk5tHqykc02w7YAr4V47JGpRIeELep0XaGvGuw3shOeclUKmdc/NTIYK0Oke5NFu3Jos3zEnWpS8Blm/J2uypFgKv18yECidfi0LExIcwmuTBfb8XmjtM2hP4ob9ucwBMPeACV+ElOCIJSHVB7VruC6j5ZlzVGqyuOEp1QWlUc6zYhxJo9wCzpIUmyGapnbexQADL3x84TyXYiLckaVrtnVrvvAFn1N0LbQGaRLubiar/JoszMrnjzm7V3BH3cyp/pTOR48VHVrXnpF7qcwUMSdJyTTxtgoqXRCdtMHCmSx5fSG1Z781hHSC6HVwnSgh8S4DH/2BTJn3ukKZHIpQ1mhBydb2lClTTF0TLjpLliyB8847L5FJ/9znPpc0I375y19ejXONCBiNTl8ijfKSzQoyuEqVli4r4huQMvYyWYq6l6TzydoLmenhCww32rgRwhe2cvpkcSWzUOSGX5ukfGjZrhA0Y8mqC/aV3INJ1mTZ2gt7fHmP6T5yg8Y6WfmGMR6DMlmGLhgoaC8FeAxuJJx/7Az3dZad8UQpmJw0z0yRo2L6kAnvJnSt+HaZbfLqd0qcZwmnPzuPE+bYWjPNSe9UhS8yYy7L1q3cftBkmdCoxTl5wbEz4ITZU5zCfHn+ZDBzGWoCGj/kaNI9lpksme3gwEj1zeccaWhnQ1EXlLQUI1HOs1fs59nMIS8WhYQvjJOi9snKz2TRj6b/34CgIXuCP+4xZK2pJvdsDHysyaI57RTxu5koeQ2Io1jmgGh+8hpNL6ACyn/c6dfWsSYRnKXj4zwkY5bvcbQuuqISxHSo8Wi9PJAhvwOnvsxSaXR26RxI2t11Z6S0PHsfXKM2+TlPXVAEuE4/3NY4cRyZUZznZf9rkLW7nO7ZXAZdEINtXKAHnx/eU66DdOysKX5NlnGewsIXbvZTz5JIJ0tbowqB1kmbyRLtMnj2VKl95dlhHpzAeaX30XKzYZyOZ0onFCVhh8Ib6JOltYZI369n8/l70RbiMvJhdcFAzZYJDrmOoKcGPeCuW5wCnLwuMs/8Z21dHWsoeoRqamIofoHNiM855xy466674KqrrkoaFaPy4M0331zpc41gkD1IpJpdXjNi2fulkudDUIurTeQkm7SMjqFlsug1z0mTajQ1gUwWN2jwrf3pMUxUuYQ+WTy6JSWCXUUhfSOW2bg8aBQAulaqySqHLigzWaGePqHxlGRNuvqMQ0/c+ff8ZAlcfPxMeMe1J6fn2NVr6kyo0DyvOWIpwMglRcMvlE5WjrqgcaL6bLSagM9ERpMJMutljt9U762JXs+fMubZko/ekBh6IWNWqwOQ34/P+St/WQNfu2+deQ2dUzzfX73juckY1WriZGNZLZOFVEIyRI2TxdoKFEvL07IcxcC0RuByyYE5l36P/XnO1ApksryaITdbomWHHXVBTeJdSD0HaxeEeIZLFwzQjNVMFouKZz/yOS3H8Wx236RRmzev6Wce+JLqgl5NlqCxWlVS15j1nTz7HYbylxm1t5x7FKza0QZXnzrHObY8Bs9kkXPgOFk4bxy6YJ1DfSWceaTrFGk0Xl1dcEAN0IUk0mn8HDVjUgmZrHDdZ7GY1dwAe9q6rSJgVldG9w6f7Tdfd3ES5Ln0hJnpNQgni0vlu/PVfZ5c6MZ+vx2P5WQ4CrWq4HshrYWamA6eP63DOBU5xZRTASVFlgeH8gRxcC/qq1MowEomzHeyagoGhhJbiG13hTJZRIevLSDBzjP4mhqn/7rvSNvglb9mjVsni1Ll+D/9jFRBzGLh77///e+TfzNmzEj6UD399NNVa0ocwYxGL5NVW3I0ttrCF35tgV0YuKFAxoZU//M4vjmZLJ55cFLwrMjcZrKKO39+Lg5PWiwa/No8CXexsBTVJ4tnsrKf27p7y6YL+n0vFIPPozva79Hogl+8e3UiCYz/yMki0Qs0wk1NVw6dtBTwz2FWJvRaKMtEfdw48H5YJTT3AZlak0TNzi76zVqfKV5szPo4lQJ0rrS4tXQoVBoLc1y+dt9G77gIPKdahSqoPRNtjCF9g8Y2GcoyG1VMBk/SnYsFGUZonMvgDXfAzPc4TlblM1lenyzmJPACerVPFqMwa3RBGfiw/fP8DHqoZw5ft9T7U+vPaWmw8boXX5giPK8lBRcVR0l0wdQTyZqswLrL+ytpmQ8+jug6qVYJr/dfX5jSUzXw5yTvUTGZLMyQIo0OA2DPO2W2H3xRsm2uuqB7DZqiHmaLkB1w2Qmzkl51qK567elzvUxjoUwWd5LJ8RkKbZucNtyfqMEPOiQ3nX1E8s98l1ANdKTytecpshxcjAXv71uvPgme3nIArjwlvQelQKqoyqCzYQQk6n7hOkbcK7jdRc+dnKxUEZPRq7N7YPbjAMWXB9BlW4fk846TVDiTFazJYk4e/3tIGIMCRPL1cN9Ql5kk7TWpJ6AJfXWMA7pgyZksFLpAYQv6GzpVvEfV8573vIROuG/fvuhkVRG+IpFfFByaZMPhZPHvkE1DeYpcGgr8fWSEGGNjUI98aGqL8u/kcKGDRMPVKbT0Ctzd33lU2fbq8TNZZAgZCXeRQi8mcq8ZS7QR24bS5dEF3S7zOZksQVlJv5OoRfYafpPJAdNn8T6RfDun5kjJ9nIXzVPmTTWiF7K+wumPFOh9orE1cUyYiLiomaNrpUaTxslS+kxp96pSkNHDPNWrtHderRNwKIZWo1FmMfuzp63HFb4QRoNEMVFHcrqlHHwh0KY7ubE+2HaAzw1eAyJr+oqBvJamkJOVSVNz8RNOOzLZe2VNkhFjWcfpiRsJymFCOwrJQTtZGj9yLyPGWtPPPAU3L3vrOLhuIPCB1buTczzt8KlGvIBT7fBrpbEosw74e20BUQmtXjEP/DmFGqvqrQLstf74rVfA1x9YBx9UnDmtboxH/2WARxN7uOMtl8O3/7oePtRyZvK9Ww90wtlHHebVbGE95IEsyKVmstiaXI66oMwkETUw3Z/CtbqeaqDoR+bRBfvS8Uy3TNoXeB/KRcE+WWwvtFlFNqfoHJNMlx/sMkqw/YNGwIPfA6uGnF+TlQR0FSqdzTTpawK/xvTcA9fH1oz0726mil6yNdw1Oh0wEPyhR9wrXjdOrMyE5agLTgi6IApeoKIg4vTTT09+PnToUPL74YcfDieddBJccMEFMGvWrOqdbUSQbkMRlaIaalZhwEqnhCse8UmtORH4OqfUSPU/HhlxnAQmykDGBqeN8CyZbLYrX5fKcHk85r7cTJZLc/BlTXNvo/kOft/4d1nhi+KfIV9/ebEspy551CslgkfZEE4Pa+20BjjW5sxsbrT1WGxDz4t4l4L33nAanHr4NHjdFcd7jqarJCfk1cXzxXv7zuefAl+6dw184qXnwIptB9VMFkX4qdHkfuhVpazld1S67tGl1VoZek31Cjc1zNqgIUYopoZPUrXw2R89c4pwsvrM2AjRmHjNRvC7WDS4FJDThH2+gtlXNma5KEc5wSXvnniZHHJS8tQF9UwWDRfjJApjxq9l1alFA0nxfUBdkPWq0mpgvEycMi9fduFR8L2HN6h9zvJoStK5eHzDvuT/a0+3whCTmRgLnpd08ApJOcseUwitaXEeeCaLgpVS+EJVsWTHR9nyr/39RbnHd2qymOHpNSNW6Nx4/C+9+kJ1jpEARvL3ycLJqq+s8EX63XbtOy5zsgrRv71MFpfKV+itGPjie7lkQgwFZkwVUhdEup6SVeROsQnCaRLvg7bxPc+88wx2XmAkCf7114Rb4gygKJO/JiTXxDNZAaVkdAI1NeZQragV3HGdKFk3Ju29fq/PFuQK+vD7MaFqsv7lX/4FJk2alNRb4UKIyoLve9/7oLW1FbZs2QI///nPYfHixXDaaafBG97wBnjta1+bvDeiOiCjFaV3EVqjxtBCW+1MFk5WblTzgny1gDvzkDwJdzPprbHhRl7cDR2NCFq88SNaxDMojJGIcNjojedkcQl3oRbEnTyvPiQQlS5ZXVAUkZdDF6Rjy2bNGn1LM1jJaSInCo0NThVDRUF0sih6xxX+8pojloLTDp8G77tBLwTn98tXgRNBgIY6+JfrT4U3Pu+ExGBZveNQoCbLbqJ8I9TEHfjrpSoLFoKsDbHnpWz+AwOJzH2hmloJP9BQA+cdfZjpSSYl3LXs2LxpTfDhWwpHmU1DykGbAeV4dm8H3PvMTnj1pcc5xqDNZFmxkjzjV9aLlQpOl8X7ISmgUmpYFZMZ5AXqtWGxGUMXdCO+sk+Wm8nCn9M5rVKPWNRYy8DQOZAxo83L846ZAX/6l6vgyOn+fp7XX5ACbzReaN3gwgWTWVsBbV8yxpaiXsivjxuLhsJVbCaLre2DvUVksnLqnzVoaz+nnPvNiH3DPg/8fdgEeWPWEFn2R/KFL8pbo8jm4M+y0LnSd+G6hIFSGot1NYPOnKKxn9TOciergnQxSUXLo9NpDq8t1Qg0K2bCDh19fkBKs2c01gqaEmoPKcVJyxe+0AMXfF3i15WnBp2XyZLqiSE16DphD2rBI1/4onLPf9Q6WbfddpsRu5g5cya0tbXBm9/85uTfc5/7XPO+BQsWwIc//GF45StfGZ2sKkLyWjWjmCDVcyptAHr1MIH0u4lciBS5XTRE7YES0eWbqSNrmrEVaFHiDgT/Lk6h8qgprHg32BSTRX/ciHDq5IWi6jxaWggm8qNImhJKymRBwMlSnFDPkBB1AVxNjkdMuWw7UUI4ncyTya1yZMqPeNd6948rZZm6CEEXJHUpNLp4dkrLZFWTLiiNPY0uSN+JxqzWcLkcyu//ufH0pP4Dj7do0/7EMJE1BoTXXHYsfPrl5xbl0PHxjHO2rtZdk1q+/Nck6o0F9rfedIZak+UJRyhOxDEB+eti4RSQK2NWOnpalojXVvBDcNoPvS/5Tq9Pll6T5RxjgK19yrzm6nwapY/WxZCxfMYR09W/y3kl10RuZJn+coymxh1o7f4Wog1pDgwZvsXOQUetDbLnWF84gFbs8emcdQVEVBd01x7NsC8EzKIt3LQPLjl+Ftz7zK5g/yweGEHKbTmgumD+/AvRv8nJuH/Vbnj/z56Cd7/g1PRz4mNWadFmkdK/j0AmCym2OXTBRF2Q7Q/mdXYNlMniPQd5Blut1XSYMfl7dbgZMXNcg3PGfj8PSvtKw+45FOqDJevP+0UmzGM2qcIXbvBqQmSysP8VyrcjMIv17ne/GzZs2ADvec974DnPeY55H4phvP/974+0wWGuydIaNQ6v8IWd1DLLEiqk9CInA3ozYj6peSbKb+A3YIwFGXGmOerQCWX0hxXvyg2fR6W16BI5ebZGTkR3FMpICJoUsydKUEZNFo+Wh+iIedQrmckip4qwr73XUUDk0Ttfpa26kSnqz0WQm5BPNdQzjTxSyR3bw0S/oPQ7whSNoULSlrRaAPrO7Qe6zDVjpg6VH4uBNJTwmaEE/4/ecjn8dsnWzMmydMGpTQ3ePS3GwUrOlY0H6dhyWtEj6/Y6fyfDKKHfCOEII1HO7v1brzk5Ga8tWRPkUsGfY16mRfu9jrJ1jjHkZ5FsRNgVvpD1RuFMlqjJUua1Ixyh1mSVV2Cel8mSGRoKvvC+W9r4dY/vGlty3bDULSWTVYaTRcfh6wNRMm3GtLzju728bHTfb0ZMa2/xz+KW845M/mHdG0FjO/AM/LGzygtAXHrCLPjz8p3O/vS+G06D9/70Kfibi49RP8P3gl8t3gpvz0SS5C3kEu68HqkcEaFCYzaUkeTBDc3h5WNOowtyumE79Rxkzi0vPdACnlrWxqn1ZLaIVtMlzzfkRLrrku/EDRSg+4WEL2RAudf7vL2/WvkHf6/tPzgBnKy5c+cmdEFypGbPng3XXHMNfOELX4DLL788eR1x8OBB+Lu/+zs4cOCA6acVMQx9svpGj7pgyMmSzee8DuNmUruf48IXTnSLZ7KyY9B9kJks+j1UsyWLd/MXXiXyEijCLy+TpRhLYpMphS7IL9NRX1QW1lCXetXJypwqwv52mcnyle/s79VZNLHwfPXONnjeyXMKKOfJ5+tG3aXBhu/n91yjCzqZrBKeTzHggVx8NhptlK5xe2sno+6dVfR3eAI57HcqkueZLNmYtpQ6ND6e8+qyZN1IRy8TvpDZV0WiHLNtH3/pOVAu8mob0usQ9DVlTeARY61PVtBYEYEPjVbD1848dUFyWqUDYWk5ZAiVNi9zpaONwTwQzGRxCXfNkJJZB1mbo2WgeR1lKdeQKDAqGXx8HeebL3xR3PHpHg8yaiwv9rfqgi4rpRzDklMAtfnI978bznL7eRWL1z/nhOTcrmKS+C+74Gg4/5gZpkZLQma9Scpf+pFGVIJR/yutLOeLXOlOSDKnVJn5WuOk1Wl9tFgmiPrC8evnmSIp8sW/P3TOqpMUCD4k556byVLWFLGuyposaetYBUQ3KG5a9vS7GXie6QuVf/gZ7OoGZUcVXbCnpwc+//nPw7/9278lv69bty5xvuh3pBNiNBPfF52s6kFSDDR53pFSF5SLO18U+Dnb5nQunUIKP9hJP+A0i+VrkVmcyckSCxUdIzeTpfR4se+t9ZwUTUnM0u1cZ012OS9XXZBQqvAFUV54wbHmxFEfMdPDpC7sZJGKIGFfHl1QEZ6oBt52TRohlcBnjY+AfFxpvGsF9DKTxaPuBYUvKjzH+LG5waxlAkjsodTmu57xwX4nYzhtRjzgFcCXnF1lzz+vIbE8phG+4BLuRayB5aLUTJYr/GDnlClQV4wlGpMmu+H1yRpw1paGEgwuOgcy9nh/Ma0mq1RjJl9d0A1cUFSfZzUcwQDluws1JTUGb19lhC+IHuxk+wR9qtRxxp85PkukxvJif5mNK7Umi4Ova9p8vOrUucn1XnnqHJg3LdxfKw943W947gnO39DmO2luWE1aiuRsyurG/EyWXYfLoU0WA76vqmI2FHDr0yXUef1yd43vcJuaLBS+UPZCrt6nrQtaoMOl0oGnDiivKbcZMXPo5JrDX7fqgu66EqILGrXngBNW72WybJP29Pi1Rc/7sYSSSbl1dXXwq1/9yvyOKoOY1SI0NDQkTljESGWyCgtfVLsZsVzcZU2WVMQJdRinyWw3OdfQ4NQkOgZRAKQDRb9zYYw8apOMmNLl8ea0XHlMptitzDs5ku415kHvnVF+JotTXkL9cDQeenqNeXRBvSarTaMLipDlSCya6OjRtU0K0gXd52ObUdY6TgVXTtSFLyp7fXw4c1lgR7Ze3FPpBBWCV1/Djm2dLJvJkveglEwWzj08X3wePPAhHV15TK1PVp6E+1CR12+mUMG5W0AfpvpJY4VoYrImy9ZG5FOHfBq1dXCkyqStySrPmMm7flk3bOiCzBHgP8sG3Pz4odoMGv/cybJ1MqULX2iU03APweLuFQ8waXUsshnxUJyLZpYl1ObjCXOa4fEPX6+2oKgmpMjGxj3tuXRBpNtrgb5KwKeO60FhCrAln1ECsDiuB7N93q3JskFjqslS6YJJYMQ/JxkQ5J8JCmdIVg4bc172l71mBEiU7LgMikt1RGIeFQoO9QZqttB5C5Z/GHXB6jjaw4nacpysG264wfx+xhlnGKpgxAj2ycoVvhAbU4XlpZPvcGqyAun3QL8XyfElO1f2yUo6pCuRF/4erfibH4ucUS2Twhc1P8Ve6zlZWvSH1gzJ95YGFWHnwS5YtCmVNiboajvyGZa2SdL1hoQ/+MbAFz5+H6YXqMkiQQwtepdHqxou5NUNWrqgyGSxnjs8UqvTBXkmq7JGDBXg8/oa2fBYbqbFyLZz+PUuLHCSHQvvB22q0skqJZPlZg/dOUHjS7uPRl0QJdzFnMpbA8uFW9ug9EaT61DAycqryZLGiu3/57IVtOCL6bmTBKCUdYNaP2TGnr8207pGhlBp9y6v1lLuUR1ZcCCUyXruyTZYa84/uxarBKcbyDx4ZJoRF7nP0T3C/UUbQ/UhZ77I42tZW54h8ZsRkxNXerafO62hNQj7XFVD/CoPMpO1npwscYn1w5LJCmdfNYpq8p46PUOrKVlyJ4L2Qkf4ooZnonR7xROy0GqmHEEdeU32d6++nP1K80ZbU8IS7Pb70+t0xUHCwhc1zv+8Jk2eg6zFHMt0wbHrHk5weH2ycoQv5N9KzYIUdz5hA9Oryco2E5mpsoWW7sJhmxnbhVdSS2SmShaCWgl3vVCUb+TyetLPp/93ska8fOIXinbKqDTh+v98AF759UdgCZPJzitgL9eA1uiOGg+cS9Tz8y+GLkiGWnsRwhcj0cGdG5DSANMK6B2Drb4ukUcmyHok+byqEciwIgW6MyEz1NzgKga+I8w2apYxsJmsxiGtK7wfDAeXn+fGsyt8Ue9t9iNBF+Q0n+Q9CpUP1608FTEs/kbYQn99zdAKxPnaqQWg6gRd0MtkebScmooZrFzQAa/R0AXZuOSfx7oe//hucCvU9J6va3msjkKZLO2zfG1MHDGlbisPTrP67Bh8jbeKellNltnjSh/HPGNy1pG6IuRIQDpZG/fqmSxexyeFYCoFj+IaqFlyWCucfmecKCu0pakLOjVZ7LlwsRqtJis9hjuPNNYOOkG09sn9lIsSSQGVQpksSY/Fpsv8umSfLCnyJdflXq8ZsZ1PnCquMWsmlPBFxOiCLNQvJZNVFSeLfYcvKuBOWoqQmMiIoNKZZrkycsI6nIdkSe2i4Z6flTIO94Phstc+3dDd7PHz7sIHjqNoDb70XssifQIp8d27cidccOyMcJ+sIUi48+ul68dfeRbEPCPWtFT2BZIS7rsOdSf/Hz1jctL4lo6tZbJkDdRIRKbyhCnMfPLograw+eS5zbnUJm4UVZouyHsidfba+hoO+XupEs0yE+Y4GNm14bim8SEdzVLHpFUSCztZPPCR/J5dO++TJWuyKnnvHeELVfUrbMDYDLxee2Ei2gG6II+Ip+/zs/D8GJpSmbxHcu0ng802OS/PUc6rBUlqV5iE/BRhcN/13qsTY/T0I/z+d2Q8howtcoa4k2Wzz6U5QbyXmKbAmLzuUFmLdOIY/SsJFLKggtqMOKOglWNYYvDhAzefkWS7sdn6aIGkC+7O9g45pfg6PJTatJIorgGRKwpm4a9adpjLzPM1hwtn8KCQfB2HAW9KrZ1DnhOYfD6gLnjqPBsQ5HPDz2T5a4p0kkyPv1DNVYgOKMpD6k0my7JmuAAMt6cmdE1WxNiryfKcrCoYgI256oJ2UvH/6e8yciKNBR4RDtIBBR0u1CfLKhaF7wHSKSQKTXq/QV8ghc44idzhoogX/7tbwC6fYek1WaHIFf9da7bMG0/i2/a09cAl/3538j/izCOnJ06WzWRlzYg5LSiHFz5c4N/p1Q2GhC+YRC9XztIaefKNtrnMHjR5wDGIpklnjx5JbxhiJks6DHweaxkDXGvQsbJ1ayV+n6BJqU4Wqz+TEu5+nyxdGXQoOPwwKx6yLZPG5/AKzhVjC41qVV2QBY+0fjFF1WQx6o2eLZOOt57JCmW6hlSTxdgWlN3WvgMbjIdA67ahDQWo7zpdsHgnyKgLKowQvj/x8V9KrRDVg3KZ+OTvSjNiCqKU+iwI78jk0UcT5H5LyrT1te7cp6wVCliZPbTCe4VPcQ0EbAMZRU0BUXfKOeVRz0RJqp05Bqfd5qgfhvpkzWQ2DNW/mc8z28jYAxorR6oHepks93W6j54tNKBnwnAeaO1q+O9ak/exhrHrHk5whGqyVAn3uupnsniRvV/v4kY2pDEgJ21/sFkxE76oLUAHDLxunCwlk0U4hUWB5OeJgy0nfUhxhxZfLZNFGaHk50zSNrk/CqVxqMIXsibL44CzbKIm304L93VnzEt+JgcLcd4xhzkOqCZ8EVLzG07wTIss/A4Z/Nzows318397Prz3+tPgVMUwRGfz5Rcendyj1z3n+IqfP40xa3C691A+r5KdLOmkcSdLMSjxnvAIbcnZVREoIhxg84IyV+Z3tU9WtgaWSOMqBtxxxEBC6BoIfF3ic6pPc5AC519IXVCVc+ZKYzlNzKXhTu+lOVsyxTRHXZH3PKLAC36/JlEdPL5wRIM1Wb0DsHRLK/yfnz9VcrNgXsivGc18bedU6lKy8TwrydeYVF3QXXv4GB9PuOMtl8OlJ8x0x3pNWDW5p0p0wUI1Wb7KqgikGFuD0wX1mizLCuHjCcyclVQ7nS7ovqYKX+TMqXW7hZPF3muZPX5QwQR/RN2YFL6QgWtp6/SLTBgPHskG7PKabX+8seuqxEzWGIWsZ+jOieJKWkM1nCweOZHGludEiegFn7RkcDivs89Lfq95r8hUhSTcQ68jXnTekfCHp7fD+284zXtNKg4FU/iii7k1mNxsHpc85w1k+Xtc6pF0lEtbdApl+rhBZ6iOysL2L9efBiu3H3IMTnJK6XPWyaoLjrmRWDQ5L17WCITqg2SzyVCzTbqHX3zVBRU9Z+0cQxvPUGnBnkHOjDxtXcGNkBvtpX6fMS4FRZNnPThdEOt66Nr5ueG6ga9Vgy7I6bAavAJ1ReqZ91hy5NeFsdIn1QW9PllKpooJ7ujqgvlOFr1OwhilZk/kusQ/zw0nCiLJeTdUg5iMWzRmX/zVh8RrRdIF6T5ntEb5WYdOyNQHi228zY+R1KGwNQbHg6TNGidrmBUAq43nnTInEXp6YuN+87eQhHuiOjqEfmF58PYimSnyGvvq2dqUButnPh0nQrFX6Pg47bVMFz9Gnq2BCDF7KKP59fvXwYdazlBFlHC50IKupvRBCu4YVo77el9Os2GEoQTK11kmL1RjT8SfsUwXHLtnPsEhFYnyDAxJbSrVQC8Gs6Y05ghfgNo3wau5YoaC9nrKgc6flGF1QSioLogG8kMfeD5cfpKvckULYyG6IAXlTZdzWpiyr+NOFheOeHZf2jckvU7/GuRGoEmID4UuSMYSX3i1he2cow+Dh//1Ovjn604xGwAZvHRvtD5ZvnT08C89zSzrIptjyvlEoL451ZgzpYIcdeoVJdXu5GZcaiQ87/NaDST+487ONObEFgMyLMiY0iTqOV0QHV7adDGDRmM2NVYGzWuVVk67/Y2XJoGEL7/mwiJqkvwsEq5ZetNPEBRjPTBjGADK2kb2YCp8oRSxSwqoGBNWGKNXzTgXgjw+d6L4Gn0ga/dQqnS4nymrDWayJIqmCyqZrJCEu9ZHqxjYuuMBhyKFBq/J6GZjhFNixxu84JbYhnlj5mrVZMn7GpJwD4s22eCJpjTpCjtQwJI7MfZny6wJZ9PynMA8Zs6tN54OD976fPi7S471XqPv0+whjy4o1iWftTPoKikH6IT1OZksSWvOq/Uca4iZrDEKmrSyS7y2+HNKT9UyWdzJkpksr+YqEPnATBarWaK/20k5EEwvSx51KFOTp9yEE/mYmVOKUnYrRBe09RU14UxWxkuXDhe9hX/H7KlunVjJjWZNJos4zuGNpSvb5PMiwe9+wanJ61eeOtcYBbRgazURckxUqxlxHrhjJQMPJtKc04x4pEFjiZyQQsIXpRpp8hk5WYkALYw7n6U2Nw2JjZBEfd7PeG6UEZeiNZVuto7U0Hved436mpxHqvCDUJPz6YLp75Ye5RsjdBz5HbxIvZgMuEcXzM6hnUnjlwIZrODziq9fpEgq96JCKGTwahLuCPxYsWsMv8+aQqV5PaF3lVd/aBrYMsObjmsocoYuSFnF8WeeyfEiRVqtuqAVRag060GO8VAzYoLfADuf9WEDliG6oB2Xdj8OZ7Lk2usIV+RksvB7jput2zPJMfrz1QWDmSqv9YQUtgg5aTVB6qxXk5YTvBprGH+zeIKANneknL3y6wtg0ab9ucIXlB4uRzShGMxsDmdWPI7uYIgOmBYGm89RTZYa+Qg4USG6oBS+KNHIl7KujUUKX9iodPo+nqnjfaZ4QbUW9ZYG7IwyM1kU8ZVqRPx+mJ40OcYqbhrvuu7U5Ocnn91v7g3nifONRW5s1VDfKyWK6kVUTTRZZrKqQ0ErB0ZpzYxB9xnKMVmquiCX/ZXPLGkeXF/rtSagoIMWCCgEK5s/YOYMjkOS+pbOE41LfBY4nrmx4fS0GcZnlecEuII9fsTWpxi71CEuLY7Q6i+0ZsS5mSwZ7BBjqFTHXGYvnbYN7FrJyZpcpiqqOWZAXVCqUOLfi6Xz8QAZ1cnyPng8SFhqvZe8jsSwFOujrE0crzVZxThZ/F5YAabKGtgyW+tlinLqDCUNWOuTpQk7aP3zELTdhLJl6msFJNiLQXoMe481dUEZ3PGZR1LkK7N1Ak3W670+WlZp03MyC2SwxxKikzVGQYPwl4u2OoZISLYWB/YAyY1WgfrEF09u8Oh9sNyJbTcxV33PZrJsFiioxiNqjkJ9skLCD4VQSO0mnCJ3M1m85mw/U1EjKiQurhSh5wufVDyUwh6FQMeyxfXhyFFHiZQYctrx3nIRg7zmv7w+arjAv1Nu9pZnP3ozWTQPiI4pn49UoeLCFaUazA21g94Ywz5cMmNOtTzlbIRcpQvnwgu+8EDSkJY7i0TJwe+juUfGJzc2KPqP47rUuT0UeAYYF35gGQotk0VLFKmEGYOL+mTJmixl7tqeO3p/PXl+XiarAJ2wEP5/e2cCJkdV7v139jWTTDLZt0kIBBL2kIUlkIAhMIIbehXxE1G85rLovSAKKHBxeeDighsiH7J9Cl6vXgFBBKJABA2yhbCEEAhLgECY7MkkmZnM9Pec6j5Vb51zqqqru7q7qvv/e56BzFQvVd3nnDrv9n/VecwNAzF+xOuL85LfT9gIkJpGpAlf2OqC7nkbJr2Xe96l6MpQJuTEN5259mLzS3nnAiHlbmSpzq3mGkVdkKVte9VfRx7J8pBwV8/JPs6cQ0E1WeZ0Qf2cdEOKz2ElM8jwcYRd8+TDjTVZSiRKdZo6jh2zKqqXkFmtofzDFH03/Z5kIyu5Z17hOCo8g74NSSV8EhXCK8+9hqpXUfOMKF5dfpynANmeE9aXwlP4IqgmKyBdLut0u4znyqtZsVrE7jToM0WynHTB9Lmln5ONRzos8jOU56/XZDm/y5qfbBc2uaERkSy3keXtjTP1mSpquqCH8IUqwpCrPHlBhS9kpDFAijjsJq2NRUdNo40bcfK9pMhJLtg1WQMp+vML71nS7UJ4hkey+PU6m8/0d+eKZOVYK5MvuhHANlvs+uyUG4PwhVgyXKp1iiKpfK7fuiCcN8b3CBS+yM8wV+eF17yS4yTs9xMcyTK/Xpj5am8KB1J22jZPf+ebZpOoT5ixnpb1dm8s1YiuOs4rKZLlrAmOwy7qdEF1XfQTlvBPF3QLoajPT4uc6FkdqgPYr8Y8G2EO6/khZe7l/sdUE8bXJYEThdcjWUJwSHUoa60nBt3jnTs11FRD0/Xz104iMLISCr+Bc7yiVHwShVFFygUtkuXh2ZDrDo908UiWnGfuQkmPSamkA1ZHnC5YHVDTpeYxOzdSdzSO15xx2XZuZHl5d/LBqUkb8DVC/TbxXshUCWHA8fHo93xTn6lC08I2Lepm0KsxLm9GXGrkmJNGiBbJ8lEHzAb+nSjLSvr9uNFcG4WR5TiK+FB5b3u6Uakq427XqmTOk2827DFbZCNL/cz5JpLXbpiiTHzOmaTBeYNw6/+mDRt3UGWjSqqMCXXDF3bMqKhGjxwz2aQgm9A2vB7qgiphRFicOqBBW6CDtyThn7HsJzZESa0NQn5nYo3kDVhVIQXu5CrPSFZNgJGV+SxYFKjo6YJV2aYLDhrTyXkNuRT18UoXtN9DE77QHVp+zw8fyXI7nU3qgl419Hw+8Pu9dyRrMP0ean26Rzolfy+vzyBJJPfMKxxTlEEsBhM9hBuKmEFDUzpa3O+tFkKqzYiZ50caKeJP0hh0p1qYFYfUvHYvz0juOczqpA9KF3RHstT6CsEuZYMqFzyvurN8kDcGW7hDeW3xWcv3C58umPGKsfQJ8fp+KY2FNvTDpgvKa1WdFn5NvouNvNnLDas6B6y6Kfa3sJ5w/p0oAT1tPERx07Nl8wdEOpnjmFn7/k7X4+ScV1XXXI6BEvVTUecoH2O22AGrw+GRL/55y7RUvuHi655XlF7+kzcj5sdV54Cu8qkaWdFGT+TrSwM56kiW1+sJFdRskRvkTT199mc4rKne2LtJqjCGVdKUUWLhWHOyMarc0ZtBoZ6ZstffsjSylPHVpFyibXDuHTSKRhQjXVCvyVKcWfa9wr9PFk8XNDUj5oQRvhDrhvoS4csfSOlxVRW4X7P7YLnqQHXnkN6aIpU+rkSyvASBrNcoo5qs5J55haMOyq+dNJ0e/drxNKrNrPBVDMnsP5xzFJ19zBSt47wqby6jOWqObjrlxeSN1T2+QcIWqjfK8dzkJ3zhnJNHJEtV1LG9le5Il2Ank6fmBpDXwuNVnxXm/E2eK/UxcjOb7cLGi35ljU4cF8VW5kVVa0nk+fKIQOwiWdII9okK8L/ls0lLGRIG+c1evs9nM02XT5+jywQHwaOHm1hzazU6JtcEed1ykyT7vfBjhag39YN7oMUY8RK+UBW2+HE1jbfaUIvK/2/qk2VlARjeQ/XaB9VkhVUXDELed6QUv1c6uxc1Ac4tcdy0Ts4c15b1e8gN8vuZCKowuvjnxh14diQrZLqzbLkhBEDsVPLM9ys/c3HrEMdlskO+UcU4IsY2X5eaa5WaLMOcUaOX+aI6n9Toa5Bhb5+jR58sl1M4M2e588d0W9f67fnUZFnv4VFzni2qhLuvuqCWLkj28f69eiQrSDij2mCE+hmZpuNJovySfisE1WgSDTPHDPWWUDZ5T6Lm8Ent1o+KqkajTlpTygu3YVzy4plFzat5n/R+qZl28uPykkzNN23FuQYyqguaIlm86So/N5O6oOBXX5hD3753FV31sYNCnXv6PIIjeeIxfczIaggZyRJst42s+C2K3ABpVW60/Jj47mqqZe8vXY4+LsIXpu+Hj+uoz5n35ZI31Eu7DqATZ4yhIzr1eR8EL3Lf1ONOEeTITampf5AU9PFS/Sw0dazRj7rx5tdnirPbw4wAAEv9SURBVDLxKcgjwBLe2sLkUVbXHdN7qBtKdeOubmaijp7U5VuTlYVHW8yDvSwSus/IFvqX2dkb/dIw37Bjj5YqqH6PUn0wbCTLZWQpNSwt9bVWZEJ8zRtYqmw51mTJVG3bYaIMNydKxEUjop3TekprTah7vR1tG/Tvk8XVKPmc5c2ArdevSfdLc7+H7tDiWPOe7SXClz+QZ/lEkHAFVzTljbU9mxEPKOmxBiNUb8ljTjtOIuU5iysA1aMXFN0oRV8iCZ+URrWZzKnxPlncU8OjRnIzpUaSqgPUA+XjvZr/BaF5tzxqwtQNkVZfwdMFlQJ/6c1WO6xL5u87kh78D3O/niCyUVfMNV1Q3EDE9fF0mmLXxmRDFYvOqLUB3CgUhro0UJxmxDUxlHDXP2MuHBP1htmVLpj5t/hcjtm3I6fX4xECHslScSJZslalVllbnHRDtUFzoeECCerG21Yh82iizh1f5n475posz0iWYd1QI1PqOFadb1GPc7lB9UpxDULdbBmNrLoau8/XWUd30hWnzsxp0/3etj3ad5p+Tz2S1ZajkSVqvjQHXHWV5fTZ0buX3s8YerJNQTkiaj+7vSTc7RRini4Y7ecgPm8xL+Q6yh0l6XMwR67s313qgnLessgnMyK86srEvHMyegyRKva3+oJGsvTMFt254yXBzmqqMo21+fUPeqUbVjtOd6/SCP0zj99+IluSe+YVDk/RysbIKuWCrUWylEgNP27qBeOKZHk0A+aLs2nzoApX5FooKtHVBc3ROrmwqN4hU1qUn7pgvqh9skxGd5B6XTYbFXlNcV8U1Ugwv1YuQuDk3Jf+euzUK58Nq9ioFczI4t7VSGqyHK+1qIfxwm7SmtkU8WiMmuJabON+RIvTFHyIKqbCNkpOmrLu8U4flxs+c9qRSeVLIF8uXZNlSP2pTvc38zQEI4hk+S1T8vW9xFpCO7cMz+dzU621DJMuKL8jaRDZ78kiF9KJxJU4s6HNlS7odsBZ5535XmTKYjnWY0kOmjDM/rcWyWIpxDIVrRClDlzgSP2+1fHs1acqnS5oimRVa0aELsPOnMgGI7IuKF1QdfKG3s8o61KNt7qgY0i5s3LEmqP2yOLXJp+3VxMB83c+WecQ0DcrSZR+5wByQm1G29Hq3OzjamR5NdU09U3g58tvtDKS5bVoeaXDyTnqZ2SESlvxTBeUsqUy716JZDF1wR6tJmsgI4sqrzu66amnU5oiWXITv9fo4fNDesClpzeOkaxJI8yiMKpohBhDD7/8Ph3//UfszysOkSw5lqRgStBnHLW4iCmSld/rOR7hTTv1dEFptMi55JUuaB3LrAvFNoZ5A2a1zo9vFMwqXgbnkWHzpap0mYroxUZG+m80WXb2ealGiLqZyaUmyy8VXa7TXr3d8q3JUl8zlxQ7dcyo6YJcjMGpyarN6X4tjCxTry35vby/QxpZ5Ztk9MkjnFRO1X5w98kqjPCF9frM2al+1lwEypwumHHoDgp1Qe8+WVYky26oXJ2zEWW6D6u3b5Ose3ZCWJn9lKl/X441VVp9+qB3M2JPIbMyimSV70wuc9qVyJWa4hCndEFNwl2mBKqRLCbhrjbHkznr3umA7kiWJnyhGBlhPSNaJMvDiJONRW1DSS0GZelc0rsrPGny5ssX/7ALpx9anzC/SFZmw6fmqvshbzLS0+u3KJZqLIp6we9+9ECaMsKtfikRm1exjxdj6KxbnnQdi4XwRWaQydQovw2rulGMApeEewSeRTuSNZiyxr/J+y8ic3LdsOs4fCJZxTay/DII3M4hUyNh0iNZHsIZ6f/rCoVOawbHM6+ujaL31VbqNxpZ6lzMRWxBrF9ekUjHyMqtZk5TdQ2MZIU/f1UsxStdUHwPUQhfyLE+lCkY2pGsTLpgOYpeSER68Y8/dSgNb6qlzasfN37WYjybGvkWCzGHnJYJ6obfcWw4fbI81AUNjhE1xdV0P+TrgOk+zOe42Cb4Kfma0MsrDDVlWjPiKkUYw4mu83ntJXxRa3Cqe2XtlFNNVnLPvMLhkSzhVQvyEE4c7u3FLzSeyntK+NklfKEWgmYmoRPJUo2coEhWVZ41Wf61AfJ80835WDGo6r3JfAbicdK7OyKzURMbLZ5OqHqZ8yEb4Qtnwxre66xGsnyNrBKG/s+YO5mOmmauIZLX+/aW3dqxOEi4q2PQ7/sZO7Qpp/cQmx/BZ6a5o6zajT+Cz8OuWRL1FyxFUxoDMgLTrzZpravV5rVdk1XkmzGPcHKlLfXzkpE29+bIkWKWEXb+nTq99TKpRwb1QFVVVT1unSOPZCkRGHWdbcuhSfj//ewsGj+skT6/30BwHWG+fbKMwhc1eUay3GN5qCp8wdJaZW/DXIUvhHDGlkzDY+4Ikcbvhu17ck57TBIfPnQ8zZs6XPu7O5JljnJEiZdThs8hdU2xe57tHXCMDK9mxB7X4HZYhY9keWX6ZIvffkotfVBbR8jTdTUTNjzfEb5IZd6z2rPvqZeQmf070gVBseE3gmwkvYUi3YLpI+n/fX4OFRu5N9SbEavhY9Eni3z7XDkeYXNNlKeRlYWRkc01eE16l8oXi1Y54h7uhUd4kKQ9Jb8/cW0uA60QNVl+6oJKH6YwHsQGNV3Q8NwT9h9l/f/zR0+hOCJvdsvXblL+7k4fKRXqmPMzKA6ZkH2fIHXz8/zlJ9DskXqjLL6RiCKSxZvAynEpmTS82Y4CyzljatIq593uTMPiYku4c3qVRtZizEgbRq47Wi1n5gFSNdVL4l1GyK3H1PgbWX5jVW2iy99PRGtziaDMmjycHrnwWDpkhD5m6rJQxPRDb7jtH8lSm4xng3pOWiSrNgIJ92Y9ktXO7uHSaFu/dU9ORly54KrJKmC6oEQ6OFVczg6PZsQ83d+ULijO39RAXF2nTGupn5GnOkdyuTepkSzTmqKrC+pOcVPNGTfCzDX4zrquGmCe/ftikK6fK5U5k8sAXqyZjfd23LAmuvWs4htYajqgQN0s8ONyQqrh7/QkHHTUBQ39UvxqjvwWlSgiWa4GfS4jK7MwKd4dLnoxLHNTF54xZmNFurGXi7bTj8fbe5aLiICTLugdyfrJ6YfRU29uoaP2GUFxRF7v2m53M9zGGESxso1k/eIzh9P/PvMOXdJ1QM7v41V/xt8virQ8OQf7lDRZgWhH0Z2pT7GFLwzpgvmItUSNGo2TRoZfKp+UYpbzks8bvtHiXl+3sEXmvdl7qHOP9+ZT0155wfvwgJTzfL5jUx1SNrQokSnThlSun9bjc0kXVOa3Wu/sCLQM5h3JEgbWVjuSVa8Zv+9u210RkSwvuCKn7ZgoYArwwUyEQ61xF0qQ5nt/lSvd36tPlkwB5s+RuFREDWsW358ERbpyKSuQL29Sa+b7sXRmjvd+zWQIcyNKoNZdmSJZfn3Ckp4+i0hWQjHlAMcVNYojJ630iMjj4u+2hLtnJMucx6xFqqqC0gWr8kxbMb+/1aDP0AVdlXCXnl3hlZcLSK8SyYq2Jqvara5oeGmnJiu8kSU3b34S7sLLfNx+I2NbxOplZKlKnqXC70YtOenAsXTjZ4/QFLOigL9flOqCsjZBIIf8qYeMdUm883HpimSp6YIlFFxRN+d+taMS+as0QkzqgnLemoQtTJEsdWnjYjuqGAoXTOKb/qjwS5PKBlVlr4mlikomM0GbnCJZiuGp1jPKMSUarUsnUpDQlJ+RtblH1mSxdMGM0Sb7ZFV6JIuriar1z1Egek6eNHMMffsjBxqPjxrS4JkpJI0ieQ+3GmIbnCO7+7wdH3zMmfYiLgl3w5rmpb6cazNiV7qgXd7hVkOu9RO+MBh96dr0lFZ3ZUqn1J3m7muOg/BUrlTmTC4zolYRK7jwhUchZFrCPfMcj5osk+Qofw0viXb9eLS1AXzh4c2W5XejRrJkqoHYFMhmvuLanJq08MWs2Zy/VEMyR7Kqc65vkUZ/NjVZcUVe72vdPa6/i3qTOKClCxbZoHCnC+b/3vLGzvvF/fkr82nV+u30kUPH0x3/XOdOsc1Ee0wOplxrfqJARA+ve3gtfeejB5q/M6bp4VUragtfeNRayGtXX0MT9GFrjoRHx1XGsgb22aSdh0UXDQj3/agebFOEp5MbWZGoCyqb6sxnLGs1RepSrn2yxFB+e8suLS1Rva5WJa2zUuDjRaYHF+JeInpOih8vRjIja/wwd32rkw6oiz7wOSkdwrnUZNWFiGTlInEvb/9OS5xqo7qgS4jLUPpgqjnj5SED7Pm2w5mppjqlI9X+kSwYWaCUxH0/62Vk6ZKgev6u+homyVF+XE56rU+Wh9GWLXohppouSFoI3SXHzLw3PNVANGaUXi1xbY4ST7RfqlzgnH49+vWrqVd1uUSyeoPVBeOK3KCrqWtTR7ZSHAhKWS00rkhWBMaMPP+drLZh+ughtP+YNk19kBsSpiJzR12w+DdjET0UPyY0aWJDU1KBKV3Q1Ecr/Rjda+xXa8o3On5GVpvaGbbIYi0mVCELUzrgZKYWmku6oOolVyNZ8juRRpZIZQ3r2BTvIYw5sf6u27xLex/1c1EFSioykpXDfSgqRrJIpSi14PhFpUyiEmKoqPOSr1OmFFj+eFN9M3dC+7VQyLYZMd9PudSeXUZStV7eYWi2LF9bNdJqZc9QO3NJSLibhS/USF3UDamLSfJ2QkAjbFSm2NiFkloHcMUzknKEL7wiR3aBuFdNlBIls48rH1G+Eu7qwueKZJmKQRWFRVsprb7W1QzT1CcsCrIR/lCjfWEiWXqfrOQtil5GC08dKSXZyFkXEr7ZicLAs5srsx5KfPPK1QcFTv5/VawiWX7otQYeXm97Xasy9uuRHmevVCGTY8eULqgygm0meS1pXKKvajNlUyRrfHtTtH2ymLQ6H28yApXreiCjWXLtN6kLSsJGysoFPn6dOsvi30s62Hc8gY0v05hWx4/cj8k5bVor3cIa1b6fg+n5rmbGkQhf6M4dnpXD/14dEMniwhd7DemG8v+WBLyHU5mv8SKKFfdsLT/idUcCofjyCftaaWWXnzKD4oyTDkiupppquqD4u9wQqEaNpi4Y0CHcS/hCkm8zYtX76Ra+8JY1lYuOvIGIdBi5SAuvktpTIipqs1EXzGMT38DqFhIbyfI450KkUeWCejMuerpg5JGsKpcITINHQ0o5J5y+ObrzIg7CFyaCmmw6abxmx4apiN5Uk+UI2ujzmgtfqPDH7zEId+SLej25jBvutW82GFmThzdbdVlTR7bkVIuoCV94RLJk7aCIZOWCem48LfG0WRNcxypV+EJspp00Ym8jpdDwaaR+31Ix02v8OJEsb2clN8yM6oIBay2fE7nVZLmdrl7qgia1YyeSxZw7Hs8fMCkt2+u641RW91fcWZLkeixBZc7kMuGCRfvRkuOmxr47vNojShO+YOmCckOgy6a6Q/DaZkUzyijgeH41Wepn7hK+MMiSqr0n5KZJpNnJRUQsytIAjbJHFn9/Xrvh9RhJPpGsJBpZPFIjvGcThzfRmg076WSPVLBiozW0LLKRJZoDS6IwZuQYkZspLe2G9cwR2F5Tdt3SeeL1GqVGS3vW0gVJKUDXjbI+dlxNPbI3S/ZmpzpUJCtbYyxXNK9/DuNGRv9lY2X9ParpLxccZz0ulw2nuolVN3XqZzqmLRoji8uHC6Pqh/9yCF3wPyvTv1doJEveN/sHBuyU+lLcS3g0U31/tW+VOn7UFGZT1gwXUzKVBoSJZOUk4a7sh7jhaEoX5PXldqTK1eeq2pgu2M+FvKr1miyvCDwXfmmqj9eaHpZknz2IvYGVTd8Ft4S7fyTLqSkK8BAH1GCFVhdUXk+d+Ka6MlNakzxmR7IyufqFjmQZpaMjTO2R12Cqm0kK3HAQ3uw/nHM0Pfb1hTSJFdaXEvU7LLaHjwuARPH9yjEuhS9Uw81R5Bz07DUlz0MqfcUtkuXlLJLIdS6oNYWnc8mutdSbHUsuPml/6///Z95kT2edmL9fzzwubtFXbiN6iQGJMZFrPR7/zEwRJDVdjYsi5GpkCTEFdf6OZsZb2D5c5YTdwNrHSCk0Hz5sHJ184Bj6rknMRotkmesuZQqzMV3QJXyhXx+PnplcH/wl82lGrJ6zlg5oKF9wHd/rL3yxlzVQd4w0p/bZPq58Rnz8J1n0QhD/HTpIPHyCphUEMxM3M7Fd4WWPmiRN+CJkeqCWLhhy4VbPR5US5umCJllSNWVSXofwaMmNh9UviCkTRkk2RqYa3Qsn4e5eCOO22c0GfrMUGyKx4YpT2o56sy52/67xw5ojVhfMpJiymiyOvPHK+WSqyZKRkR05NrstNGpqkebssNUFzalFQWm+av8707z+1JxJdNQ+HVptCU87X3LcPgVxjESRLsgjWYVmRKueGqxuAHNtj8CfJ1IbVXitV5zWnWIjx4x0OJbiXiIM9us/MyunjAJ5vl7OI70ZsX78tMMn0DfufMH69zhDemq+6YLaOsKNpMwhS8KdGUnqcy2RL0OfK2mE8r6nNfz5hmbG6rrFaxKRLghAAHyCiUmlS7injw3wPllqJEp6bA2So/y17Pf06JPl9fgw12CSFubpgLZijiEEb0eyMtchvDS8y70a5YsK1YDKqiYrh3RBSRLVgPg5c3nluKB+P2pj2ULDBQaiQM5pu3ZB2azUKXPGVJOlpgfGLYKqOnO8jC5b5Uuryap2qw+qwhkyEuYTyRIERWML9bmpYzYX47x4Jpa5/lI951x7WPF026kdJiOrMdFOqoLNmZh9FureQ42g2jV8GdVUk0M3qBmxuJ8uu2gBrVi3lWZNbo8+XVCdlx5GlKlZsKtmy5jCTVqkqs5TWMNcY88jWcV0shQCGFmguJEsY3M6J4dXPea8hjsdTUu78Yh8eR8Pt3Cr76c2yeQKiqp6ovV+9nF3JEtslOuZx97r+vPFq+De729hpHNVb17cbozZwDeaavF7HFBvxsX28LWzz2TTznTT1HzQesd41DY4whcp7XHqZjRuXk+1/4weYSdF5csjUiWNqJrwkaxSEk26YBEjWS16KqDqMMq1h5U7kqW3heAS+rmmJJYDWg1UzO4lQQJR8r7pV1PmimR5zFnRmoC3JyiE8IX9uyvdzxBpMhhJvF2Ny0jLnJuYtnsNkSxek2UrMWvNh6sLqnpaTGBkgYLDFwRpJLkiWS4Jd7OR4ZdDbDrulW6Ya6RF3RypecJyDUoLX+h1Y3JzJOtLbCOr1kkX5JGsQkm4e/2ebySLF/LG8caYDfyc42hkqWO22AYFl9GVSmv5oKfdmAUH5E1Wrh11PpGsUvTJ8sPUKy/bPlkm9UGvmiyvJuylRv2Oc4nQFECPwxMuRiFRv5NcRSl4uubimWOM8+uP5x1N23b356xgWA7ozpe4jWn/miw5xqVvwGhkuSJZ+UWiaqMQvjA5hFkkytQ2gku4cyOM73v22Oua/nwr0uWx3+H3GrmfSiowskDB4U6KfiYTLBcKbqBIIyMoMqX1m/EQyrB/DzgehNaBXI1kuULgKZ+Fi1xGlngduQgLb7ZXM+Z8CTJaTY8JU9+i3WhilrYVPpIVv3RBXfii+J+xEEn47yfW0ZlHmUUU8mpU6yPhLqIZTk2WXyQrXuPOVMvAsSXoPWpN7TRp2UfLQ/DHy0iL+4Y0LohxJAzVE2eO1o6pa2Wu9VIfOnSc5YyaN2U4jfJQKDx4wjCqdNQ5ELcxnVbac4wo1cGoGoV1QeqCOVyfK30vikhWgLogj1S5+2Tp6w5fonoNQmWOoJG5mbEK77WVRGBkgZJHsriBIuWGg4QatM2IR0G5/XsWRobvNQRFsozpgqaFRdZkyXRBYWRVGWqyCpsuaFQXDEiDKHfhC5eRlWNxeyHRUipKELURIgnnHz8tkuaQQemCvBmxmBdyU+OqyVI+g7ilC/JrVL8/d12aV02WNLLMzhe7ZiugJqtU5NuMuFg89NXjaM2GHXT8/rqRpaZN51qTJcbqhw4Zl/M5VgqaIyGG9xIxT6XaqR7JCs7qcKkL5jBnXc2MI6jJ8lYX1FvK8D5ZJiOJr0G9hnVJvr5wKJsiYSpIFwQgAD7B5MLE/24bIMxzEhSZUhdirceTWt+hrEP59slSjaxqQx6yydskr0+G0cWmsBTpgtmoC4bxIDZqNVnx2uxlA7/xxVL4gn2m4lxz8WBGQRQGljGVzKOuTzgt5M3Y+jvzFKvPiVukxFWXaWo6mplzXnLPWn9Az5qteNZk6bUW4Y3gIQ21tnpkoZjQ3mz9ZHMNuRpZIDvqYj6npWEk+teZ163ge22QumDg+3uk52WLn9NaHhJ7GZMQV41B4t0kbOHu/1flvLddOuE4nf32O0lPF4zf6AVlh9iUyTnEjSw5cc0S7hSqJks1EIJqtPKWcM8qXdAcIndHspjwxV5deTEqgtQXTY8J1SdL2TypvycB/n1NG60Xppca7u2LW9PdQogi2Ln7AylXBNxVkxXQSLbUmNJk/HoCaa0pFIl3r3XNK9JVaqIwgm85a7alxif+XwrUDWjS+/bEHTWyE7c5ra3FAanypvsod+ipe4lscIn/5DCn/JzWds2VyMoxSLjbfbBECrdBsMeVubTXIHzBsnps4QukCwKQH2KSDQ6k7M2AQM47XkhpS7h7pMV4R7Lc76d6h/JNFwxqQOjuk6UvPLYRlrk+uyZLpAuyRr6FUhcM+jzV8w2dLhhRSk0p2dwjfZNEM8a2UZw3H3HceIRFnYOaQmU1TyvR04xNxmbcPpegmix53DOSVZNdE/Zeu1lxvIxvvoEUa10uUdAjOofTQ19dQHHYUIt6rKgiuSC5dXyuXn0eEu5ev6vrVqeHgqAfXDgjl8/Hz+nsVhc09LmS6YIe6oD8sXsM6xpvRmwSCeNqnEIExiRhnySStxMCiSTtkXWMrHTxaJVnoWVQZCookqV6RvIVvvBTv0kfJ23hMSmLyeZ+slA9XZOVMbL2Fq5PVtDnZ5Klz0ddMInNNNd274ztZl0dg3ETeChElIM3I+Y9svjcU+sf4rYh4/PMtNmS1+hEslTnUbVrs1KTsEgWX1Ny8djHAb4O8v49oDC464PilwKr3p8bgtYxU7ogM8xMjamLHclyGUGZ9dW1lzG2o3EyDPjzZeaSeGqvbyTLP3PnrnOPpt8++RZ9cf4USjLxuiOBskVOMrlZMhVCutIF1RoqTXHIbOR4pSLpkazwQ593IVdxpwvq3hneR4t7roV31+mTVbxIllrzJs8l92bE1Yk3spYct4/1/zOPzF85rxDwG1kpRC+iJqhlgBPhHrRSaY2y7zGPZPHvzJRmJq/HK21GrcnS1z3383ORgy6akRWz7yZb+GeaxHUtafB1QMznOEYOXfWxAT0iTf0meWTe1DOt+OmCeqTKqpG30wXZXiZzXGxlTOmC/DX67OP683mtrUn4YkpHC1188v40ojXZPeNKtmJcffXVdP/99wc+buPGjXTvvfdSZ2dnUc4LFAbp/bAnXYBnIyi9T08X9F/o1EhWLpsR0SBy+x5zAbY7XVDf8PAGfHzTJDaJUvJVeIVkIWjUm6VshC+a6mtdx8MIK6ib/lx7yZSSo6d10NPf/AANN/TKiQN8TMTNmCiEuqBtgLCaLHXDkiQJd1MkJ3Ddso0sfbOivj5/fFxoqquN7XeTLfw7SeK6ljT4Ohe3yHQ2daFBa5RApMGZmlRni5/Cajb4pTQ6Tm+ziBffS8lIlclBJvZBvT77vXSkrDD7nThRshVjzJgx9MgjjwQ+7q677rL/vWzZMlqyZAl1d3fTpZdeShdccEHW7/f73/+errvuOnr44YdzPmeQO3LDbiqENEm4B6X3aZ4Tn+Z6psfnkoLQ0dpAa7t7jMfcecp6CJ0r8qiRLPk44RUyNf+LgiA1RtXrHNY7pkYUkurxjbPXjH+HSd2w+tdeqA2+9dx97Tkxb0bMz88UfVSL/APVBQNrVeO1WSmHdEF+L4mrA6accItKxHPMuGqyAjJATHPy1IPH0S8ffZ1OPlBvSp0N/P6ciyGqp2bz/Vj6/6I3oSmzhjtf7f59HvuxXru/n0czYoOwRrmRmDu1MKw+9KEP0emnn07Lly+n22+/PWuD6YEHHqAzzzzTGjSgNNjhYzuVzpTj69QsBRlFQUaDJnyRZ02W4AAfMQQnHTBdQ6Kes5rWwyXcbSNroHDqglq6pWFh5pugsLKyzSwKJhjSgNqFYhZbJ5EgoRUnlc4RvlA3MK5+MzVVsYvk8HnRaDAytHXOI+3GkUJOViSrHNIF+Wd+4LihJT2XyksXjOcW1a8mS12jTPfa9pZ6+tvXFtIlXQfk9P6uhuw5GFlqJoRRop03I/aQaPeKsFf7NEmvZc93Mpvi+T1HQWKuTBhV48aNo8suu4z23Xdfuvzyy+mmm24KfN6rr75K5513Hp177rlFOU9gxtks6AXcPAokI1mqUaSlyXhsRrKWcM9hUv/Hov3o+P1H0Y8/dah/JMuQZ8yPq+qCcpEUBqjsOxF9JEupZTEYUflEstR6tZaGZG6o4gwvuo9rGk0Y1P5DWjPial34Qq/Jqol1nRo3LFQFzmxUS4P6ZEWxrhUS7rhJaoor/8wPmhA/1dFyw6UeGsM5rTu8AtKeC+D4cNVk5dBnSzVeXW0KWGaRdBjXeKYLptel+oD+fTUeKqtetablRGJyelauXEkLFy60iyDnzJlDF198ceDzRowYQU8++aSVdvjEE08EPr63t9f6kWzfvt36f39/v/VTSuT7l/o8ckHOq92ZppJiosrrSA2mJ9regQHqz0zaKkq5rrOalCjk4ID7c0ilnyepokHXcfkezuu5j2dDcy3RDWekDSz1ualUejHpHxig3n55jSn9GsXC1d/vqIVVDVIVO7dde9Iy4tURfc/q+/tdf321uwFo2PcXU1MGi8X79SvvCfJjwlAnVal7556CrQPFWmdSg+76RmGXu+d0Zk7tHaDdvf32zZs/poYGXal5cVsbG1nj5IZa97kLqqvc65q27sl1M7OmaOtC5jPyen6x8Boztez6xEYsbt9PNlSzz3i/kc2JvIY44jVmuM0g6pXj+Hm70ufUOZcpF7AfWxX9WsrnlbC3wr5+nWrTsP1UamDAdgj3Zf4m1il5fICJdkhV1KqUum6l32B3X7/2GQwOOOv+nsx+z9ovZHENcdoDZ3sOiTGyhLEzY8YM+/e2tjZav3594PPa28Np7F911VV05ZVXan9/8MEHqbnZ3BG+2CxdupSSRt8e4ZGqohUrn7O2Rn29e+i+++6zjj23SUzIGureuJnW9G2ylq233nyT7rvvdfv5b70pVl5n9X102SPUzspnXtqafg3Jiqeeol2vOgvR85vdx596Yjl1r4ru+l7akH79d999jwa2ir9U01vrnGvYatnttZYhec+999HewfTUe+yRhyi9D0v/vvLFl6zX2fDeu3Tffe9Edn7PPvOM6/pfeG4l1a1/1vWYV7Y5n9Hgnp3295MtDdU1tGcgvbiGfS7IlvQ4eeXdbQX/jAu9zqTv1c4taM1LL9J9m16wf1/VnR6P7214n/6+fIP179097nG5agsbs/29sRt3r73nnN/G99bTffe97Tq+4V33uvbs00/RnrXOutX9fvp49+Zt1vq5sXuD6xqf3+he1zYY3qOYqGMmvQdLf8cbNrjPPUkcP7aaRCDu6cceKvWplB3qmHnnLWdO7Npe+HUuF7ZvTe9nBC+ufIYG31SdJTWUyhxf98brdN99ayN9/1fYuvLaKy/TfbtWh3r+qsyeS7LskYdJ+vA27RH/raW+vXvp2eeetx63qft9+3tIB7fSc3rjZrHZqaIXn19JDe86+4n+vvTn8+prb1jfJV+30sGt9PN7LKdyFf1z+T9ovXirBO2Bd+3aVV5GVm1tLTU0OLvqxsbGrC8yDJdccolLUEMYdxMnTqQTTzzRMuxKbTmLwbVo0SKqq0tWzcv3Vj9KW/p20777zyB6/WVqbWmmrq751rHaVRvoljUraWh7O3VOGkb0zhu0z9Qp1HXydPv5z93/Mi17703790UfOIFGDXHGw7C1m+gXLz1t/37UkXNp7pTh9u9NL3fTL19eYf9+/LHzafqYIZFdX8/Tb9NvX1tFHaNG0WTRXHD9m7TvPlOpa/F+1vHuHb10xTPLaJCqaMEHTiT6Z/pmferJi620woueSC8ak6ZMI3rrdZo4YTx1dR0U2ZiZO+cI+tkq5/rnzp5FHzhglOuxK9/eRj9b9U/r35PHjaSursNDvddVLy6j97ano8BdXV15nzvQ+cryB63/96WqqatrceLXma8/tdROSZk76zDqOsgpBB947l369avPU/uIDjp01mSil1bQiOFDqatrnv2Y9tc20Q2r0/N+2JBW6uo6muJE74r19LvX04bjtKmd1NW1v+v43+96kZ7odpwpRyvr1gM7VtJzmzdQfWOLuKvTxHHjqKvrYPt49Ysb6NZXVtq/T544kbq6ZlKx8Rozog5arm2jRo2mrq7DKIlgNSvemFn555fp0cy9fsyoDurqmkVx47fvP0Wvbt9s/XvhMUfS4WLfwvjak3+xU+Wm7zeNuk6YFun773zqbfr962kv8cEHzqCukG1HGl/uplvXOPuBxYscVd31W3fTt1Y8SlRVTQfMOIDotdU0fuxY6uo6xJ7TFzyentN1Tel16YhZh9NJM0fbr3f1qr/R9m17aNS4CUQb1tOEcc7zRRrihf9MP38gJYzpFC3Icj8Wpz2wzHIrGyNr+PDhlviFZMeOHVRfH73SjzDkuDEnEV9oqb/UOJ5Lttgy7akquxBSXkN95v9WOVImzFxXW+O6xrpa91Btaqh3HZev4Rx3f0b1TEpY0Nzofn6+yPMT3ithSMl6EfkeDfXpBVek0+3NfAbiUluaGlzN+/bIfkDK9edLQ737tRqVz0fQ1uyM++EtDaHfv1XUDGWMrKSNz6Rwy1mz6Su/WUFXn3ZwwT/jYqwzQhhCyhm3KnOyMTNmRcRLeoVFjQZ/TEtjvav+J27jbkiTc34thjkn5rnfuiSPS8GgeramCBqUdS3qdSPKMSPWubh9P6D0qGOG36vjOKcF9WzeDjXcK0XNlDSyGutqI78Gsb+RNCt7oWwQa63r9di6U1+/196rDGYiitp+TKT+DqQcAa9693foCJ2l0q/Jnl/LBOikEJhpPxL3PXC27x+vKlkfZs+ebakKSlasWEHjx48v6TmBaCTcZQ72oKVm4368p7pggCqXV78ZL9nVfHEap7LeD6wInf+7J5PHLAr1ZY2hPF8vqeZCN35Vi/Rz6d3RklCJ5iSxcPooWnnFidR10FgqB/wkvuWY7R8ctG/WfrLvcRRWaGatDExKaVqvMM8+WeZ1IYrWFMUC2r4gG7iIQtT36ajg9/MWRVlXUz0tgEhRvs2INeELT3VBcx8ref27+vb6NknvtYUtnNcXe54gtehyIjFXJuTb//73v9Nf/vIXK2R4zTXX0OLF6XSZwcFB2rp1KyTaY4ycVH2Zokq3kVXNmhHrEu/q403KZJoaoSrxrhyPWp3NVg8UvSXsDaHee0LQkxH/4AudXJRtQYyoJdxVI8tw/XzDOySHppuXn5pOUzpnwT45nSPIDmmYlwN+6nO8gbfoIRfUwDiOiotBEuaa88NTXdAslaz2yYqbhDsH92cQvk9W/Oa0gE+zFkNPSC/J8qjgRlwuRpaq2ujuk5X+d8qjHQ1/vOz3GdREvU45R82JDnXB0tPR0UHXXnutVevR2tpKw4YNo1tvvdU6tm7dOpoyZQpt2bLF+juIH9IIMkayWKNeTwl3ruZTpXti9M1Kle+kjnrxdrqkO7Kn/GbBjb6dGSOLb7qshbLXWbQKHcky9cHiPX1y+XxmTW6nF65cjIgWyJoWNuZUI8Qs4e4teR7HSJZLwt1wflr/Og8jSqpwaU3WlXkdx89AAhMLZAOfA3GVcJfrkVe7knwjTUHURSzhbupb6t6vmSPucq+jrVtKM+I6Q2ZSn+v3eBrTiTayRE3VggULAh/X09NDd955p/XvJUuWWNGr1atX0/z58y1jS9DZ2RnoJfvc5z5n/YDSYOfo2s3n9ChPOpLlfrz9fLa5aKmv1bz5Qf1i1IUu6sVbGlkiEOekCwZFsvTmv7syqYTqopYv6uuZ+lI0RHBjaDV49QDIJpLllS4oott2TZLiPOFe5IXTR1LSIlnBvcIcr3L694A06Jh6/gUIZIFs4PemuDYjlvVWXnsJfg0mh2a+8D6XonVF6OezcxZrCN9PcYe00wQ9XLmGFsmq8V+3EMkqAOeff771ExYRsRI/IFk4hZA+kaxUym7Wq6W3sUlqCs8HTVq+2SlE8zteV+akC/pHslxGVq1/09HImxEbNmN8cS3EjQGAMEaIjASL+SSdM+q47GhtoG9+8ADLQPv0nEkUN/haZdoMqfPcqyZLkuRI1rhhjaU+BZAAkhDJkutRNsIYBUkX5GnSOUWynPNrU0oD+JpjyjwyrcOqs0g+fre9n/HPPFKfX07A7QyKgoz0SM8INzrseiZLNMJsZLUJ5Tqf8LyfUWY9R0mFi7quxU4XFE35MoakK8+ZvV1P74BnTdbuItVkBRlRcb25gfKCj0PdyOLCF2YjS3D2/KkUV3h0Tk2Bzkb4IkjoIgmRrFs+N5t+9/Rb9LXFbvl6AEzwMR7H8axGsoLEO+pjLnzRqhhZfEmRNfRB5QZqxNEWvtg7oH0e6ePK4xHJAiDadEE+x2xlPhHJyuSUqEIVbU21vilpeiSr2nOzk0sOcxAmQ5F7Z4RRJx4jUiJluiA/J7loyQ7qtSUysk47fAI9/tomOvWQ8lCvA/GGj8rGerOBMcAiWXFNH/KimRmOqRwEadTNR1C6YBwjWQv3H2X9AJAN/P6eSypcMZDGgxd8Hhei3sgt+BN+zvN1okVRR6zOoiZLjair51ATKNhDiVFFzRcYWaAoSKOpzyeSJTZTwggxCVW4I1kGI0sVylAWgRa2kEhDLkrk+fJIllZXVlVFA5Ry0gXZwiQXTWlkRR3JClIxk/zgXw6xDEX18wegEPAbuh7FyRRXD6Zsz3HSIqx8c2GqG64NmQ7oJZUsSZoRCoDKsfs6tZVvb9lNSUwX5E7MqEsTolAX5OenllKY0gX1dUmpcVcjWVXu8oc6j7XddD7lRvleGUhMTRZPtZPqgurmoo31bcqmJkvdsPHNh3yPKHEUEtM1JH6pPbbwhSmSVSB1wTDpgjCwQLHgvhE1hVfe2PcODFJvxiMa1/ShbAhKFxTTLkiiXa9tKKygDwDFpr2lnhZkRGxOmjmGkpgu6K63jl+6IEfdT7nUBT0cxuo1qeuy3EP02sIX/s6hct5yIJIFSq4u6DTyTUezgiJZWaULKr/zDZyMlhUuXdBfUaenzxDJUoys6hI0Iwag2PiVRsr5ItJvZXpOEo2IM+ZOoqfe2EKLZoz2XbdMjg+9aSciWaD8ufGzR9Br3T203+i0gnTSIlnDmFO4EKIO+UayOC1quiBXF5TpfppQhX+6oNMXdTD9eJ9aU2GAlVPvRxUYWaAoyIlr7JPFGvkOZFGTZTIQ+KQVT/VLt5M1U1HibAgHPRv4ycfszAhfNLEaFOkZkjnMURtBqjx2IVIYAAhLlasqy428MYvIsPQcF6KIvNB896MHeR7j89B0bUHOI101NHlGKACmuT99zBCKK0G1j0Ob6wp6r+VGi7pXCotXZpBwRksjSY2g+/UrlM/3e3wNO17OPbIE5X11IDbIdcYo4S4NlIFBW8Jd3Tzw6JUp3c8lP17trx5YiH4tdmpTNpEsU01WQFPS/M/PP+0IgJKQRSRrwFWTVV7jlm8wgpxH1u8BEu+IZAFQeK4743DqHNFsRdxMDGuqL2i6IH/NfI04k1qzXFYcNWjvmnexbqmZN2pqdK1PumA5i14IEMkCJUkXNPXJEvaVjDJV+2wupCHmF8kq1WZJeN2DarJ2+qgLev0OQDliqlMySbj3ZtJo46o2liu1ISNZQU1B46guCEC5cejEYfTIRQs9jw/jkawCRGqE0/nchftY+6URrQ05vcbwlnra3NNnrHtLr8uOqqtfzbvJ8RVUnlDDjawyz6qBkQViVJPFJNx91qWgSJbfxq1QuNMFdQVF6zFVSiSLbYjUDVYhUgzE2xciigdArpx68Fi6Z+V6mjyiWTsmNydizMpaxXJLh+NrRHY1Wf6RrHKL9AGQRIbymqzawuxHLsqz79yD/3EsvbGxh47oHB68X9MyYZxrMjm+VCd5nU9NVrln1cDIAkVBbg5k+JmrZnH5c1vC3cdQMglX8Elbiugzrx+R5+elqCONLL4h0pqSFmCzJNIT5WYVgDggxCD+99+Oommj9AJ33iPKNGcqIpLls7mxjivrJCJZAJQed01WPNesjtYG68e35Y7tMPY2mkyOr6CWOnXs+UgXBCAC1A7gtaZ0wUHHQPErhjx4wlDtb9woK4VSDVdCs4UvPELkjvBFcdMFRb0GjCwQJ8RcnTW53XiMp9nsyvSPKzcjyyV8kUUkK6jfTLl9PgAkkUKrCxaaamW/5idkYVpz1Cbq9T5OZKQLAhABciJJ9Tw+CbmBIo0sk43xpy8fQ8vWdNPnjpoSu5os3tNHCl94KYGZhC/UhaoQRlba49Qf+esCUAj4jV22PWioK+N0QcNmxS/NxrSZKbfPB4AkMqyZC18kz4hQ0wX9mqQbI/ABkawGnsWTQCM0DDCyQFGQE8n2jLBJyDdTtvCFwVKaOW6o9WOCv0YpljQZteoX6oKZSJa6QZLeIRlNckey/AvcowDKYyBJ8DnQk4n+llukhm9WGgyOlSDni2p0YY4DEK+arCQilxVH+EJZh9i6ZEpRDorA17Pn+7XbKQewIoOiID2uMpXOpC4o8FKzCYKnCG7fk/Z6FxO5qIhInC184eP9UTdE2iJUsEgWAMlAzGlVkbPsjCw2z00eb3UD4yeFLECTcQBKT1ujE78Y0pg8g0s6uU1CZWozYtOarAtfVLl+r2d7kXIXvijvqwOxQe0Q7hKqYKNQGijqJM2GuVN0lRzOf//rPJrS0UK//sJcKqyRlYlkKd4fNTrHN1BaTVYBNpPlJn8Nyh81baXcHAVqvxkVdQPjpVhaynpUAIAbYTgI9b57zz/G1eMzcetuNsIXhkiWui7V+TQvLkTWTpxI3rcPEokabua1BHzjICd1Lnm6P/30YXTOr5+hUw8ZZzw+b+oIevirC6gQcG/MHinuEZAC6C/hXhh1QQCS5pzpK7DqZinhmxfTnFcjWeoakoszCgBQePYbPYSSinQIOyJe3n1LsxG+qKvgdEEYWaAoaHLmzNPB7aleKYyRw8QbNaSRfv9vR1GpN0uyF5Ve7OneMDVxI0tTF4x+4Wk2dHYHIM6Uex8o7mAyGZBqjVW5p9YAAOK37qpO8nreJysL4Yu6Cha+KO+rA7HBz+Bw1WR51DPFHdP5qouHuolypwsWvrbi8lNmUHtzHX3tpOmRvzY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      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "g:\\TempTest\\TempDownload\\tk_cwru\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from font(s) SimHei.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "原始数据: 均值=0.0126, 标准差=0.0727, 范围=[-0.2866, 0.3113]\n",
      "Z-score标准化后: 均值=0.0000, 标准差=1.0000, 范围=[-4.1162, 4.1093]\n",
      "Min-Max缩放后: 均值=0.0000, 标准差=0.0000, 范围=[0.0000, 0.0000]\n"
     ]
    }
   ],
   "source": [
    "# 归一化主函数示例\n",
    "def normalize_process():\n",
    "    # 替换为你的.mat文件路径\n",
    "    file_path = \"C:\\\\Users\\\\Henan\\\\Downloads\\\\data\\\\97.mat\"  # 例如：内圈故障数据\n",
    "    \n",
    "    # 读取数据\n",
    "    vibration_data = read_cwru_data(file_path)\n",
    "    if vibration_data is None:\n",
    "        print(\"未能找到振动信号数据，请检查.mat文件结构\")\n",
    "        return\n",
    "    # 应用Savitzky-Golay滤波\n",
    "    smoothed_data = apply_savgol_filter(vibration_data)\n",
    "    # 可视化原始数据\n",
    "    visualize_data(vibration_data, \"原始振动信号\")\n",
    "    # 可视化Savitzky-Golay滤波数据\n",
    "    visualize_data(smoothed_data, \"滤波振动信号\")\n",
    "    \n",
    "    # 归一化处理\n",
    "    normalized_zscore = normalize_data(vibration_data, method='z-score')\n",
    "    normalized_minmax = normalize_data(vibration_data, method='min-max')\n",
    "    \n",
    "    # 可视化归一化结果\n",
    "    visualize_data(normalized_zscore, \"Z-score标准化后\")\n",
    "    visualize_data(normalized_minmax, \"Min-Max缩放后\")\n",
    "    \n",
    "    print(f\"原始数据: 均值={np.mean(vibration_data):.4f}, 标准差={np.std(vibration_data):.4f}, 范围=[{np.min(vibration_data):.4f}, {np.max(vibration_data):.4f}]\")\n",
    "    print(f\"Z-score标准化后: 均值={np.mean(normalized_zscore):.4f}, 标准差={np.std(normalized_zscore):.4f}, 范围=[{np.min(normalized_zscore):.4f}, {np.max(normalized_zscore):.4f}]\")\n",
    "    print(f\"Min-Max缩放后: 均值={np.mean(normalized_minmax):.4f}, 标准差={np.std(normalized_minmax):.4f}, 范围=[{np.min(normalized_minmax):.4f}, {np.max(normalized_minmax):.4f}]\")\n",
    "normalize_process()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7898c57d",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# 新增：FFT频谱特征提取\n",
    "def extract_fft(data, fs=12000):\n",
    "    \"\"\"\n",
    "    计算信号的FFT频谱\n",
    "    \n",
    "    参数:\n",
    "    data: 原始振动信号\n",
    "    fs: 采样频率，默认12000Hz（CWRU数据集常用采样率）\n",
    "    \n",
    "    返回:\n",
    "    f: 频率轴\n",
    "    fft_abs: 幅度谱\n",
    "    \"\"\"\n",
    "    n = len(data)\n",
    "    fft_result = np.fft.fft(data)\n",
    "    fft_abs = np.abs(fft_result)[:n//2] * 2 / n  # 单边谱并归一化\n",
    "    f = np.fft.fftfreq(n, 1/fs)[:n//2]  # 频率轴\n",
    "    return f, fft_abs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3e212188",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 新增：包络谱特征提取\n",
    "def extract_envelope_spectrum(data, fs=12000):\n",
    "    \"\"\"\n",
    "    计算信号的包络谱\n",
    "    \n",
    "    参数:\n",
    "    data: 原始振动信号\n",
    "    fs: 采样频率，默认12000Hz\n",
    "    \n",
    "    返回:\n",
    "    f: 频率轴\n",
    "    env_spectrum: 包络谱\n",
    "    \"\"\"\n",
    "    # 计算希尔伯特变换得到解析信号\n",
    "    analytic_signal = hilbert(data)\n",
    "    # 计算包络\n",
    "    envelope = np.abs(analytic_signal)\n",
    "    # 对包络信号进行FFT得到包络谱\n",
    "    n = len(envelope)\n",
    "    fft_env = np.fft.fft(envelope)\n",
    "    env_spectrum = np.abs(fft_env)[:n//2] * 2 / n\n",
    "    f = np.fft.fftfreq(n, 1/fs)[:n//2]\n",
    "    return f, env_spectrum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9fffa941",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 新增：小波变换特征提取\n",
    "def extract_wavelet_features(data, wavelet='db4', level=5):\n",
    "    \"\"\"\n",
    "    使用小波变换提取信号特征\n",
    "    \n",
    "    参数:\n",
    "    data: 原始振动信号\n",
    "    wavelet: 小波基函数，默认使用Daubechies 4\n",
    "    level: 分解级别，默认5级\n",
    "    \n",
    "    返回:\n",
    "    features: 提取的小波特征（各尺度系数的能量）\n",
    "    \"\"\"\n",
    "    # 执行小波分解\n",
    "    coeffs = pywt.wavedec(data, wavelet, level=level)\n",
    "    \n",
    "    # 计算各尺度系数的能量作为特征\n",
    "    features = []\n",
    "    for i, coeff in enumerate(coeffs):\n",
    "        energy = np.sum(coeff ** 2) / len(coeff)\n",
    "        features.append(energy)\n",
    "    \n",
    "    return features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "96b9ece0",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# 新增：可视化特征提取结果\n",
    "def visualize_features(data, fs=12000):\n",
    "    \"\"\"可视化三种特征提取方法的结果\"\"\"\n",
    "    plt.figure(figsize=(15, 10))\n",
    "    \n",
    "    # 原始信号\n",
    "    plt.subplot(2, 2, 1)\n",
    "    plt.plot(data[:1000])  # 只显示前1000个点\n",
    "    plt.title('原始振动信号')\n",
    "    plt.xlabel('采样点')\n",
    "    plt.ylabel('幅值')\n",
    "    plt.grid(True)\n",
    "    \n",
    "    # FFT频谱\n",
    "    f, fft_abs = extract_fft(data, fs)\n",
    "    plt.subplot(2, 2, 2)\n",
    "    plt.plot(f[:1000], fft_abs[:1000])  # 只显示低频部分\n",
    "    plt.title('FFT频谱')\n",
    "    plt.xlabel('频率 (Hz)')\n",
    "    plt.ylabel('幅值')\n",
    "    plt.grid(True)\n",
    "    \n",
    "    # 包络谱\n",
    "    f_env, env_spec = extract_envelope_spectrum(data, fs)\n",
    "    plt.subplot(2, 2, 3)\n",
    "    plt.plot(f_env[:1000], env_spec[:1000])  # 只显示低频部分\n",
    "    plt.title('包络谱')\n",
    "    plt.xlabel('频率 (Hz)')\n",
    "    plt.ylabel('幅值')\n",
    "    plt.grid(True)\n",
    "    \n",
    "    # 小波变换特征\n",
    "    wavelet_features = extract_wavelet_features(data)\n",
    "    plt.subplot(2, 2, 4)\n",
    "    plt.bar(range(len(wavelet_features)), wavelet_features)\n",
    "    plt.title('小波变换特征（各尺度能量）')\n",
    "    plt.xlabel('小波分解级别')\n",
    "    plt.ylabel('能量')\n",
    "    plt.grid(True)\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    \n",
    "    return fft_abs, env_spec, wavelet_features\n",
    "\n",
    "# 新增：测试特征提取函数\n",
    "def test_feature_extraction():\n",
    "    data_path = 'C:\\\\Users\\\\Henan\\\\Downloads\\\\data\\\\97.mat'\n",
    "    df_test = read_cwru_data(data_path)\n",
    "    \n",
    "    # 应用Savitzky-Golay滤波\n",
    "    smoothed_data = apply_savgol_filter(df_test)\n",
    "    \n",
    "    # 归一化处理\n",
    "    normalized_data = normalize_data(smoothed_data, method='z-score')\n",
    "    \n",
    "    # 可视化特征提取结果\n",
    "    fft_features, env_features, wavelet_features = visualize_features(normalized_data)\n",
    "    \n",
    "    print(f\"FFT特征维度: {len(fft_features)}\")\n",
    "    print(f\"包络谱特征维度: {len(env_features)}\")\n",
    "    print(f\"小波变换特征维度: {len(wavelet_features)}\")\n",
    "    \n",
    "    return fft_features, env_features, wavelet_features\n",
    "\n",
    "# 主函数：特征提取流程示例\n",
    "def feature_extraction_process():\n",
    "    # 替换为你的.mat文件路径\n",
    "    file_path = \"C:\\\\Users\\\\Henan\\\\Downloads\\\\data\\\\97.mat\"  # 例如：内圈故障数据\n",
    "    \n",
    "    # 读取数据\n",
    "    vibration_data = read_cwru_data(file_path)\n",
    "    if vibration_data is None:\n",
    "        print(\"未能找到振动信号数据，请检查.mat文件结构\")\n",
    "        return\n",
    "    \n",
    "    # 应用Savitzky-Golay滤波\n",
    "    smoothed_data = apply_savgol_filter(vibration_data)\n",
    "    \n",
    "    # 归一化处理\n",
    "    normalized_data = normalize_data(smoothed_data, method='z-score')\n",
    "    \n",
    "    # 提取并可视化特征\n",
    "    fft_features, env_features, wavelet_features = visualize_features(normalized_data)\n",
    "    \n",
    "    # 打印特征统计信息\n",
    "    print(f\"FFT频谱: 最大幅值={np.max(fft_features):.4f}, 均值={np.mean(fft_features):.4f}\")\n",
    "    print(f\"包络谱: 最大幅值={np.max(env_features):.4f}, 均值={np.mean(env_features):.4f}\")\n",
    "    print(f\"小波特征: {[f'{val:.4f}' for val in wavelet_features]}\")\n",
    "\n",
    "# 调用特征提取流程\n",
    "# feature_extraction_process()"
   ]
  }
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